{"id":"W2326359016","doi":"10.1097/prs.0b013e318252f182","title":"Teaching Plastic Surgery from Different Perspectives","year":2012,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Innovations in Medical Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Style (visual arts); Perspective (graphical); Apprenticeship; Teaching method; Task (project management); Medical education; Mathematics education; Psychology; Computer science","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007155765,0.0003445374,0.0007834359,0.0006976707,0.0002328041,0.00003152588,0.00007639016,0.0001904654,0.001683443],"category_scores_gemma":[0.02786546,0.0002980518,0.0002628512,0.0003363281,0.0003841843,0.0003677955,0.00004969482,0.0008248711,0.0002035883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004699652,"about_ca_system_score_gemma":0.0003080981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001027548,"about_ca_topic_score_gemma":0.000003299415,"domain_scores_codex":[0.9974284,0.0001991797,0.0007083855,0.0004552852,0.0005305663,0.0006782011],"domain_scores_gemma":[0.9778653,0.02094297,0.0003076215,0.0003736046,0.0002234624,0.0002870237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001567403,0.0005766273,0.92808,0.00008549271,0.0003102244,0.00001146547,0.00183061,7.3448e-7,0.0007462896,0.0008316226,0.006758223,0.060612],"study_design_scores_gemma":[0.0003063951,0.00002544104,0.9872602,0.000588518,0.0002617138,0.0002137878,0.008128956,0.0002624625,0.0006988537,0.0003498729,0.001483332,0.0004204925],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822401,0.0004646022,0.003437475,0.0002768932,0.01207001,0.0001760774,0.00003466788,0.0001575479,0.001142574],"genre_scores_gemma":[0.9952626,0.00003040219,0.001386139,0.0001348387,0.002807337,0.00006584259,0.00016935,0.00005247534,0.00009101337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06019151,"threshold_uncertainty_score":0.9999472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02397849902879864,"score_gpt":0.2803493626597819,"score_spread":0.2563708636309833,"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."}}