{"id":"W4406694059","doi":"10.46747/cfp.710116","title":"Just family doctors","year":2025,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Ethics in medical practice","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Data science; World Wide Web; Medicine","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":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00153023,0.000228796,0.0003262823,0.0003458836,0.002108088,0.00002543689,0.0005780602,0.0004877481,0.0000431708],"category_scores_gemma":[0.001175039,0.0002370082,0.00008960546,0.0008589651,0.0002792495,0.0002023422,0.00009350792,0.00424069,0.002880412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001029342,"about_ca_system_score_gemma":0.005298726,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07997116,"about_ca_topic_score_gemma":0.05653805,"domain_scores_codex":[0.9965073,0.00112912,0.0004956175,0.0004356818,0.0003444418,0.001087861],"domain_scores_gemma":[0.9956804,0.002400188,0.0001342856,0.0007313081,0.0002880525,0.0007657682],"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":[0.00001121438,0.00002647864,0.0008232506,0.0001581309,0.00006102259,0.00003366246,0.0006124803,0.000003540382,0.000850706,0.219327,0.7633603,0.01473219],"study_design_scores_gemma":[0.0003997278,0.00001662241,0.02461094,0.0003400757,0.00005069376,3.554262e-8,0.01406774,0.00004169423,0.00001217284,0.01998157,0.9402542,0.0002245439],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.02502359,0.0006361693,0.0001610604,0.01122025,0.004453844,0.0005546432,0.00006195655,0.0001348513,0.9577537],"genre_scores_gemma":[0.3392863,0.00006195888,0.0001832906,0.6482493,0.0006959739,0.00008847488,0.00003158536,0.00003695404,0.0113661],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9463875,"threshold_uncertainty_score":0.999191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09037246477337597,"score_gpt":0.44149374362831,"score_spread":0.351121278854934,"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."}}