{"id":"W4387002596","doi":"10.1111/medu.15239","title":"Why we should view the decision of medical trainees to cheat as the product of a person‐by‐situation interaction","year":2023,"lang":"en","type":"review","venue":"Medical Education","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Product (mathematics); Medical education; Psychology; Medicine; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01022607,0.0002019404,0.0006736644,0.0001521881,0.0002921646,0.00003595742,0.00124976,0.001211586,0.002170289],"category_scores_gemma":[0.03922816,0.0001059663,0.000268942,0.001101365,0.0004450978,0.000113663,0.00007269433,0.002149078,0.0001205254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002061303,"about_ca_system_score_gemma":0.005512167,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007754669,"about_ca_topic_score_gemma":0.001576929,"domain_scores_codex":[0.9939896,0.001306314,0.000799424,0.000330996,0.003339466,0.0002342084],"domain_scores_gemma":[0.995779,0.003013627,0.0004448485,0.0003086115,0.0002526905,0.0002012719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003738651,0.00006604298,5.320364e-7,0.0008566848,0.00002663416,1.53345e-7,0.01817505,6.748909e-8,1.885727e-7,0.001277025,0.281372,0.6982219],"study_design_scores_gemma":[0.00003505765,0.00002952225,0.000002594156,0.01573404,0.0001790334,0.000008551265,0.0107382,0.00001759499,0.000002161833,0.0005044237,0.9726499,0.00009888219],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006844011,0.7359225,0.0004916529,0.2582186,0.002705341,0.001277088,0.00001092604,0.00003076843,0.001274714],"genre_scores_gemma":[0.0001778277,0.9932981,0.00003382082,0.003846345,0.00154628,0.0002075277,0.00008310156,0.00001940118,0.0007876212],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.698123,"threshold_uncertainty_score":0.9988528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1311375577552826,"score_gpt":0.4833067559648034,"score_spread":0.3521691982095208,"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."}}