{"id":"W2112075538","doi":"10.1503/cmaj.100834","title":"The physician as coworkers see him","year":2011,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Computer science; Data science; World Wide Web; Medicine; Information retrieval","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.006763722,0.00009980073,0.0001339393,0.0001195029,0.003144271,0.00006812758,0.0005042756,0.0003628282,0.01950093],"category_scores_gemma":[0.009337019,0.00007422574,0.00007381858,0.0003368064,0.00008425753,0.0002447637,0.00003489255,0.002907708,0.00981107],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002852316,"about_ca_system_score_gemma":0.01577736,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02267543,"about_ca_topic_score_gemma":0.05669956,"domain_scores_codex":[0.9955295,0.001229594,0.0004937786,0.0001346776,0.001665509,0.000946901],"domain_scores_gemma":[0.9956768,0.0008853719,0.0004005465,0.000180554,0.0007480689,0.002108631],"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":[0.00001967097,0.00003871908,0.3765219,0.000006530546,0.0001136657,0.00008732863,0.006163874,7.913851e-8,0.000001989448,0.00307277,0.5503905,0.0635829],"study_design_scores_gemma":[0.0003114735,0.00002116336,0.2697282,0.0000357376,0.000010626,0.00002062945,0.0163829,0.00001537688,0.000001772511,0.001651588,0.7117509,0.00006964646],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2321352,0.0004663267,0.00002312415,0.1526691,0.008480881,0.0005413304,0.00001853335,0.00004512408,0.6056204],"genre_scores_gemma":[0.8053649,0.001000328,0.0000669977,0.1085232,0.009045215,0.0001190681,0.00001887616,0.00007767351,0.07578376],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5732297,"threshold_uncertainty_score":0.9993926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05060218686030419,"score_gpt":0.4294323818494139,"score_spread":0.3788301949891097,"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."}}