{"id":"W2979485266","doi":"10.17605/osf.io/x2va3","title":"Academic Integrity: Faculty Development Needs for Canadian Higher Education","year":2019,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Academic integrity; Higher education; Medical education; Engineering ethics; Business; Economic growth; Medicine; Engineering; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.008034741,0.0002507353,0.0003045416,0.0003089477,0.0006965658,0.0001196281,0.00139029,0.001501187,0.3485436],"category_scores_gemma":[0.002169302,0.0002784747,0.000138543,0.0003744708,0.0001643267,0.0004522642,0.0002710134,0.002526925,0.5530241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001485556,"about_ca_system_score_gemma":0.005515069,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1087522,"about_ca_topic_score_gemma":0.02965279,"domain_scores_codex":[0.9966933,0.0004495833,0.000509646,0.001067612,0.0005119951,0.0007679268],"domain_scores_gemma":[0.9974672,0.000460332,0.0002034876,0.0009330118,0.0003536015,0.0005823802],"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":[0.00009594889,0.0001689096,0.1409458,0.0001303589,0.0001783351,0.000001603432,0.06225451,0.00005648919,0.0007333583,0.3048348,0.3797777,0.1108223],"study_design_scores_gemma":[0.0002145092,5.188556e-7,0.0149788,0.00008281608,0.00002298783,0.000002101821,0.003416017,0.00002725733,0.0009282426,0.01205092,0.9679393,0.0003365532],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1615649,0.000003817381,0.0003012248,0.007285886,0.00180194,0.001568424,0.00002766492,0.0001119029,0.8273343],"genre_scores_gemma":[0.3855666,0.00004176977,0.001740818,0.001315068,0.0002952093,0.0002487426,0.00008216753,0.00002212714,0.6106875],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5881616,"threshold_uncertainty_score":0.9999667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0385985213818489,"score_gpt":0.323848940711174,"score_spread":0.2852504193293251,"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."}}