{"id":"W4212978707","doi":"10.3747/co.22.2615","title":"Professionalism","year":2015,"lang":"en","type":"article","venue":"Current Oncology","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Reading (process); Medical education; Family medicine; Linguistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01152361,0.0002749955,0.000436583,0.001498736,0.006399053,0.008589704,0.001033067,0.002496437,0.04577178],"category_scores_gemma":[0.05584035,0.0002456246,0.0004682513,0.0008250806,0.005259255,0.003026032,0.005108776,0.006247932,0.02066106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005827917,"about_ca_system_score_gemma":0.01954224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003547766,"about_ca_topic_score_gemma":0.004787793,"domain_scores_codex":[0.9786724,0.005992528,0.0004955334,0.001766591,0.01019695,0.002876126],"domain_scores_gemma":[0.927078,0.00762123,0.00314747,0.002732391,0.02203374,0.03738711],"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":[0.00005674145,0.0001597486,0.006462297,0.0002823414,0.00002352847,0.0003893621,0.01623354,0.00005613818,0.0007692071,0.06371804,0.8009952,0.1108539],"study_design_scores_gemma":[0.00001327541,0.00006052559,0.003428246,0.0004499216,0.00000696603,0.0009769151,0.006092071,0.00007645557,0.0001920762,0.017282,0.9714023,0.00001931041],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01614147,0.006334382,0.0047078,0.4653323,0.01621953,0.0001381357,0.0002097536,0.000196275,0.4907203],"genre_scores_gemma":[0.3407513,0.008773795,0.004421529,0.1962639,0.009987725,0.0002759825,0.0003298201,0.0003281896,0.4388678],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.04577178,"threshold_uncertainty_score":0.1531218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3588120390859554,"score_gpt":0.5666052479302867,"score_spread":0.2077932088443312,"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."}}