{"id":"W2036193288","doi":"10.1377/hlthaff.20.1.309","title":"Medical Professionalism: Another View","year":2001,"lang":"en","type":"letter","venue":"Health Affairs","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Health care; Value (mathematics); Public relations; Foundation (evidence); Population; Medicine; Health policy; Nursing; Political science; Law","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001274587,0.0003332042,0.0007862386,0.0003555953,0.0001640599,0.00001249644,0.0002682128,0.001633337,0.0151466],"category_scores_gemma":[0.001088662,0.0002656899,0.0001241739,0.0007420108,0.0002071568,0.00004425859,0.00005445059,0.004702591,0.0009492963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006228457,"about_ca_system_score_gemma":0.005393814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000847613,"about_ca_topic_score_gemma":0.000005665128,"domain_scores_codex":[0.995299,0.0002289149,0.0009683007,0.000538469,0.002179973,0.0007852922],"domain_scores_gemma":[0.9983152,0.000107015,0.0003859013,0.0007331932,0.0002833401,0.0001753608],"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":[0.00001121914,0.0001160945,0.00006656073,0.00201407,0.00003016774,0.0002831283,0.00017673,1.482246e-8,1.461054e-7,0.000124095,0.9386794,0.0584984],"study_design_scores_gemma":[0.0006099034,0.0001208574,0.0001710993,0.003080786,0.00003001546,0.0004905823,0.0001826564,0.00003176247,6.953615e-7,0.0001521391,0.9949295,0.0002000336],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00003002088,0.00236786,0.0003222048,0.9738159,0.003358363,0.001096025,0.000009587134,0.0001846932,0.01881539],"genre_scores_gemma":[0.0001831865,0.0008223837,0.001863539,0.9569792,0.01205263,0.0002374228,0.001826461,0.0001154227,0.02591973],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05829837,"threshold_uncertainty_score":0.9999796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05083032914750245,"score_gpt":0.4068574696412513,"score_spread":0.3560271404937488,"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."}}