{"id":"W4400482796","doi":"10.55016/ojs/cpai.v6i1.76931","title":"It Takes a Village","year":2023,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; NorQuest College","funders":"","keywords":"Geography; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001130605,0.0003978022,0.0004216215,0.0004514451,0.02581429,0.01010572,0.001525006,0.002884664,0.05378595],"category_scores_gemma":[0.002050849,0.0003420101,0.0002462751,0.0005816366,0.009721537,0.005850696,0.007804157,0.006152045,0.008543034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007637015,"about_ca_system_score_gemma":0.01225446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1467815,"about_ca_topic_score_gemma":0.3049144,"domain_scores_codex":[0.9982437,0.0004804802,0.00002645662,0.00025898,0.0003882838,0.0006021356],"domain_scores_gemma":[0.9979836,0.000118778,0.00006879715,0.000116021,0.0002831301,0.001429659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001343266,0.0001536163,0.005364132,0.0002388087,0.00002981091,0.004469532,0.143704,0.0002205828,0.002257427,0.202317,0.5689282,0.07218261],"study_design_scores_gemma":[0.000008062326,0.00002991227,0.001495618,0.0001137781,0.000004507978,0.0003476767,0.08647704,0.0000561478,0.0001108943,0.00825501,0.9030786,0.00002265258],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07600694,0.00329694,0.005004758,0.2132947,0.0101843,0.0002670978,0.0005447552,0.0006153231,0.6907851],"genre_scores_gemma":[0.4411471,0.001683976,0.002327121,0.04575155,0.0005215164,0.0001117642,0.0003010725,0.0002889097,0.507867],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1467815,"threshold_uncertainty_score":0.2918543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04349498198648784,"score_gpt":0.3385096055275277,"score_spread":0.2950146235410399,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}