integrity_review
{
"desklib": {
"note": "Desklib stylistic classifier only \u2014 not proof of AI use; false positives occur on polished student / L2 writing.",
"label": "human",
"model": "desklib/ai-text-detector-v1.01",
"device": "cuda",
"threshold": 0.5,
"chunk_count": 2,
"ai_probability": 0.1933,
"_desklib_available": true,
"pattern_likelihood_band": "none",
"max_chunk_ai_probability": 0.3799,
"mean_chunk_ai_probability": 0.1933
},
"canary_review": {
"hits": [],
"week": 2,
"title": "Family of Origin Reflection",
"course": "PSYC-1213",
"marker": "AI_CANARY_W02",
"misses": [
{
"needle": "origin-schema recoding"
},
{
"needle": "Varela & Moss (2020)"
},
{
"needle": "origin-schema recoding using a FOO typology grid"
}
],
"policy": "soft_flag_on_hit",
"matched": true,
"summary": "Plant canaries: 0/3 needles found in submission.",
"canvas_id": 45784,
"soft_flag": false,
"match_mode": "plant",
"match_reason": "canvas_id",
"soft_flag_reason": "",
"_canary_available": true
},
"citation_review": {
"summary": "Checked 4 references (0 not found, 2 metadata mismatch); 1 quotes (0 without nearby citation).",
"quotes_checked": [
{
"notes": "Nearby citation present but could not map to a reference-list entry.",
"quote": "when\n \nsomething\n \nis\n \nbroken\n \nyou\n \nfix\n \nit,\n \nyou\n \ndo\n \nnot\n \nthrow\n \nit\n \nout\n \nand\n \ngo\n \nget\n \na\n \nnew\n \none",
"citation_hint": "F.\n \nBland,\n \npersonal\n \ncommunications,\n \n2012",
"match_vs_source": "weak",
"has_nearby_citation": true
}
],
"references_checked": [
{
"raw": "1 Family of Origin Reflection One value or belief in my life and family is always sticking together through thick and thin. For instance, my parents are the first and only people in my entire family to ever get a divorce, and when they did my brother and I stuck together through it all, because we were the only people who knew what the other person was feeling and going through. ",
"url": "https://doi.org/10.36019/9781978825741-005",
"notes": "",
"status": "found",
"provider": "crossref",
"topic_fit": "ok",
"resolved_doi": "10.36019/9781978825741-005",
"resolved_year": 2023,
"resolved_title": "3 \u201cLook, It\u2019s My Family Together!\u201d: Family Relationships during Parental Incarceration",
"abstract_snippet": ""
},
{
"raw": "2012). In the terms of a 2 relationship, there will be hardships and disagreements, but it all comes down to the couple working together to find a solution and remembering that it is them against the problem not them against each other and I believe that is something a lot of people have forgotten these days. 3 Reference",
"url": "https://doi.org/10.47409/ijsp.2022.4.3",
"notes": "Year mismatch vs lookup.",
"status": "mismatch",
"provider": "crossref",
"topic_fit": "unknown",
"resolved_doi": "10.47409/ijsp.2022.4.3",
"resolved_year": 2022,
"resolved_title": "WORKING TOGETHER, WORKING AGAINST EACH OTHER, AND WORKING PAST EACH OTHER IN THERAPY AND SUPERVISION. A GESTALT PSYCHOLOGICAL VIEW ON STRUCTURE AND DYNAMICS OF THE THERAPEUTIC RELATIONSHIP",
"abstract_snippet": " Crises in therapist-patient relationship can also become a challenge in clinical supervision. However, success and failure in establishing and maintaining constructive relationships in therapy and supervision is not only subject to a lucky fit of personal characteristics (therapist A gets along well/badly with client B; supervisee A gets along well/badly with supervisor C). Rather, we can identif"
},
{
"raw": "Cohen, T. F., & Strong, B. (2020). The Marriage and Family Experience: Intimate Relationships in a Changing Society (14th ed.). Cengage Learning US.",
"url": "https://doi.org/10.1111/jomf.12915",
"notes": "Year mismatch vs lookup.",
"status": "mismatch",
"provider": "crossref",
"topic_fit": "unknown",
"resolved_doi": "10.1111/jomf.12915",
"resolved_year": 2023,
"resolved_title": "The changing face of intimate premarital relationships in Taiwan",
"abstract_snippet": " Abstract Objective This paper examines changing intimate premarital relationships in Taiwan . Background Marriages have been on the decline. Whether these foregone marriages are associated with a rise in cohabitation or other alternatives have become central to a thorough understanding of family changes, yet relevant research on Taiwan is limited. Methods The Taiwan Fertility and Fami"
},
{
"raw": "https://bookshelf.vitalsource.com/books/9798214348469",
"url": "https://doi.org/10.1109/icaiset66439.2026.11542010",
"notes": "",
"status": "found",
"provider": "crossref",
"topic_fit": "questionable",
"resolved_doi": "10.1109/icaiset66439.2026.11542010",
"resolved_year": 2026,
"resolved_title": "Evaluating VitalSource Bookshelf as A Digital Library Platform in A Philippine State University",
"abstract_snippet": ""
}
],
"_citation_available": true
},
"ai_patterns_noticed": [],
"_integrity_available": true,
"other_issues_noticed": [
{
"issue": "Abrupt register shift and incomplete transition between quoting an anecdote and launching into generic advice about couples",
"severity": "low",
"evidence_quote": "In the terms of a relationship, there will be hardships and disagreements..."
},
{
"issue": "Vague connection to course concepts in paragraph 3; mentions 'socializing' broadly without linking back to specific Chapter 1 mechanisms like family socialization agents",
"severity": "low",
"evidence_quote": "By sharing our opinion as well as our experiences in class we are socializing..."
}
],
"recommend_human_review": true,
"ai_assistance_rationale": "The writing displays a distinct, personal voice with specific family anecdotes (divorce, household switching) and informal phrasing ('Nana Faye's saying'). It lacks the sterile perfection, generic hedging, or templated symmetry often associated with AI generation. The student struggles slightly with academic transitions but maintains first-person authenticity throughout.",
"ai_assistance_likelihood": "none",
"limitations_of_screening": "This screening is based on stylistic patterns and textual anomalies; it cannot definitively prove AI authorship, nor can it fully evaluate the depth of conceptual understanding without reading the entire paper in context.",
"recommended_review_reason": "Verify the integrity of the 'F. Bland' citation (appears to be a fabricated or misattributed personal communication) and assess whether the student has sufficiently integrated Chapter 1 concepts beyond generic statements about socializing.",
"plagiarism_or_originality_flags": [
{
"concern": "Citation mismatch / possible hallucinated source",
"severity": "moderate",
"evidence_quote": "(F. Bland, personal communications, 2012). In the terms of a relationship..."
}
]
}