{"id":"W4387515104","doi":"10.47102/annals-acadmedsg.mcdonald","title":"2004 Runme Shaw Memorial Lecture: Professionalism – A Concept in Need of Nurturing","year":2004,"lang":"en","type":"article","venue":"Annals of the Academy of Medicine Singapore","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada","funders":"","keywords":"Medicine; Engineering ethics; Medical education","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001847195,0.0002377273,0.0006871935,0.0001550312,0.0001205746,0.000001163253,0.0006716822,0.0008721771,0.0004952893],"category_scores_gemma":[0.0007730762,0.0001616087,0.0001545928,0.0005487737,0.001454026,0.0001005692,0.0001511633,0.002731454,0.000002116805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003781029,"about_ca_system_score_gemma":0.0002419508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001335372,"about_ca_topic_score_gemma":0.000003461276,"domain_scores_codex":[0.9971895,0.0005773189,0.001025797,0.0002555765,0.0004668422,0.000484981],"domain_scores_gemma":[0.9983308,0.0005025911,0.0006543353,0.0001703881,0.0001318438,0.0002099928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.007985567,0.00265565,0.01703417,0.003274281,0.001099725,0.00006754883,0.03306298,0.01973228,0.7319114,0.08252218,0.0552863,0.04536791],"study_design_scores_gemma":[0.007551906,0.0003008971,0.006993215,0.002053397,0.0001739161,0.00002867886,0.0007588797,0.0001750851,0.9048273,0.04805263,0.02884546,0.0002386314],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.724932,0.009614086,0.00001223767,0.2622281,0.001480415,0.0007152565,0.00008404272,0.00002317812,0.0009106981],"genre_scores_gemma":[0.9849086,0.0004220249,0.00004291793,0.01375658,0.000749963,0.000009650683,0.000008700941,0.00001747901,0.0000841162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2599765,"threshold_uncertainty_score":0.9995693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5628725018465973,"score_gpt":0.5914546684980474,"score_spread":0.02858216665145008,"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."}}