{"id":"W2905311736","doi":"10.1201/9781315377933-10","title":"Learning and teaching professionalism","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Competency Development and Evaluation","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology; Computer science; Engineering ethics; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003348105,0.0004214116,0.0003365032,0.0009269508,0.002554414,0.00644051,0.0007275049,0.00149166,0.01044407],"category_scores_gemma":[0.004450073,0.000211414,0.0002816198,0.000617205,0.0139754,0.004237358,0.004444873,0.003921451,0.003935994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004014707,"about_ca_system_score_gemma":0.004686787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00125162,"about_ca_topic_score_gemma":0.001512311,"domain_scores_codex":[0.9965993,0.00150987,0.00009462806,0.0003074974,0.001220186,0.0002685132],"domain_scores_gemma":[0.9977652,0.001122511,0.0001394059,0.0002078066,0.0003274061,0.0004376305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009952387,0.00007803927,0.0002497206,0.0002131357,0.000003074547,0.00005602435,0.01838531,0.0002043308,0.0003486454,0.7699641,0.04306673,0.167421],"study_design_scores_gemma":[0.00000645751,0.00003583144,0.0003754453,0.0004378606,0.000001862331,0.0001455767,0.00282018,0.0001541483,0.0003642385,0.2688087,0.7268422,0.000007605961],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006009593,0.01803214,0.01960154,0.0326474,0.001496658,0.000106695,0.00002571547,0.0001474182,0.9219329],"genre_scores_gemma":[0.3757891,0.03699378,0.03807204,0.01578224,0.00266045,0.0004916704,0.0001323258,0.000399581,0.5296788],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01044407,"threshold_uncertainty_score":0.03493893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06514606456744554,"score_gpt":0.3750192879894387,"score_spread":0.3098732234219932,"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."}}