{"id":"W4382315176","doi":"10.36834/cmej.77204","title":"Guilty until proven innocent","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Ethics in medical practice","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute on Drug Abuse","keywords":"Computer security; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01155251,0.0001186447,0.0001748,0.0004513223,0.002116722,0.00003359811,0.0006067508,0.0006189472,0.1037615],"category_scores_gemma":[0.3125422,0.0001042961,0.00005070982,0.0008566753,0.0002085757,0.0001874329,0.0000651021,0.009050595,0.006976725],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009876356,"about_ca_system_score_gemma":0.1867873,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01287547,"about_ca_topic_score_gemma":0.03903921,"domain_scores_codex":[0.9951412,0.001734645,0.0007047275,0.0002052005,0.001361138,0.0008530954],"domain_scores_gemma":[0.9829797,0.001801701,0.0002701001,0.0003448296,0.000888477,0.01371525],"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":[0.000004095262,0.00002902054,0.002494811,0.00005063491,0.00001412654,0.00006560305,0.002165652,4.647589e-7,0.000002344857,0.0134985,0.9455237,0.03615098],"study_design_scores_gemma":[0.0003056469,0.00001918344,0.007008659,0.000379007,0.00001223349,0.0000902685,0.008766664,0.0001247793,7.53648e-7,0.01664919,0.9665331,0.0001105622],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02365505,0.000246739,0.00008068584,0.7822293,0.01989777,0.0004322662,0.000009104368,0.000116433,0.1733326],"genre_scores_gemma":[0.3439173,0.001197431,0.0009694363,0.6009332,0.01413042,0.0001911022,0.0000910635,0.00009198578,0.03847801],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3202623,"threshold_uncertainty_score":0.9991824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08507510535718708,"score_gpt":0.517551506920115,"score_spread":0.4324764015629279,"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."}}