{"id":"W2993147281","doi":"10.1097/gox.0000000000002560","title":"Role of Peer Learning in Students’ Skill Acquisition and Interest in Plastic Surgery","year":2019,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Dreyfus model of skill acquisition; Psychology; Plastic surgery; Medical education; Medicine; Surgery; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002423621,0.0002514034,0.0002275909,0.0005239976,0.001051411,0.001489108,0.0007167032,0.0004376042,0.004401026],"category_scores_gemma":[0.01564908,0.0001032694,0.0003585144,0.0002472772,0.0006581396,0.0003770473,0.001316009,0.0008604266,0.0003424124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009710121,"about_ca_system_score_gemma":0.002256443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009407203,"about_ca_topic_score_gemma":0.0144997,"domain_scores_codex":[0.9976804,0.0008906723,0.00008475879,0.0001725337,0.0007115023,0.0004600973],"domain_scores_gemma":[0.9855151,0.004285113,0.00247327,0.000356116,0.001403252,0.005967261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003978921,0.003555654,0.9150716,0.0001324188,0.0001468419,0.0002722611,0.005882654,0.0002158438,0.001266477,0.0002277633,0.001101316,0.07172919],"study_design_scores_gemma":[0.00002077922,0.0008296741,0.9923988,0.00005372195,0.00004284566,0.0001441695,0.004236259,0.0003210754,0.000278724,0.0001342059,0.00152157,0.00001811696],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968895,0.0003506924,0.0000864279,0.0003092633,0.00002223678,0.00002300961,0.00002074293,0.000006976737,0.002291114],"genre_scores_gemma":[0.9993622,0.0001146582,0.00008582287,0.00002238362,0.00001184332,0.000008753655,0.00001554477,0.000001737592,0.0003771222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009407203,"threshold_uncertainty_score":0.01870489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02043649850469295,"score_gpt":0.3122889780024359,"score_spread":0.291852479497743,"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."}}