{"id":"W2993972614","doi":"10.33178/lc.2019.26","title":"Collaborative learning, role play and case study: Pedagogical pathways to professionalism and ethics in school placement","year":2019,"lang":"en","type":"article","venue":"","topic":"Values and Moral Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pedagogy; Engineering ethics; Psychology; Mathematics education; Sociology; Medical education; Medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001176966,0.00006057542,0.0000927352,0.00004152597,0.0003058949,0.00007155639,0.00003627206,0.00008283717,0.0003304814],"category_scores_gemma":[0.0003876424,0.00004745059,0.000005691735,0.00016736,0.0000355599,0.000108536,0.00006158879,0.0002629038,0.0000224497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005636615,"about_ca_system_score_gemma":0.0004229411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005878081,"about_ca_topic_score_gemma":0.01199934,"domain_scores_codex":[0.9989104,0.0004163963,0.0001044147,0.0001958391,0.0002340505,0.0001388808],"domain_scores_gemma":[0.9995475,0.0001514777,0.00003059555,0.00004889165,0.00009273244,0.0001288121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002790459,0.0001595864,0.210037,0.00000562235,0.000004525175,0.00002786365,0.7742957,0.00004932002,0.00007586159,0.01419244,0.0002852722,0.0008388147],"study_design_scores_gemma":[0.0003773984,0.0002816138,0.02631189,0.00001615216,0.000003457464,0.000003727076,0.9540902,0.00004048863,0.000007161891,0.0002394234,0.01854037,0.00008810224],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913275,0.00007948483,0.000002775445,0.00290344,0.0001028305,0.0008997504,0.000001208513,0.00001633427,0.004666664],"genre_scores_gemma":[0.9913526,0.00002542339,0.0001938436,0.0003708835,0.00003656621,0.00004346506,0.000001140257,0.000003449738,0.007972677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1837251,"threshold_uncertainty_score":0.8885939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1396571595596185,"score_gpt":0.471759907810548,"score_spread":0.3321027482509294,"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."}}