{"id":"W33762506","doi":"","title":"A needs assessment of surgical residents as teachers.","year":2000,"lang":"en","type":"article","venue":"PubMed","topic":"Innovations in Medical Education","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Medicine; Stakeholder; Viewpoints; Needs assessment; Focus group; Medical education; House staff; Nursing; Family medicine","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":[0.00847534,0.0003812639,0.0002960745,0.002107344,0.001332724,0.001152352,0.0005263436,0.0006119833,0.002192021],"category_scores_gemma":[0.03181744,0.0002826626,0.0003658679,0.0008739217,0.0004630876,0.001822088,0.001846716,0.0006802227,0.0005050578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002119257,"about_ca_system_score_gemma":0.007359507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002386231,"about_ca_topic_score_gemma":0.006186766,"domain_scores_codex":[0.9942186,0.003241423,0.0005167508,0.0001484348,0.001333276,0.0005415642],"domain_scores_gemma":[0.9843275,0.003924595,0.002351634,0.0003493066,0.006394277,0.002652774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004594593,0.001587294,0.3740282,0.001883678,0.00004186827,0.001290036,0.245716,0.0008272438,0.0044015,0.001122354,0.01644638,0.3521961],"study_design_scores_gemma":[0.00008158308,0.002739993,0.4974563,0.001230663,0.0000345184,0.002517407,0.4282772,0.002897222,0.002205319,0.001692409,0.06076976,0.00009765222],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98184,0.0006567918,0.002668038,0.003664339,0.00009249913,0.001343567,0.000348614,0.00006952698,0.009316653],"genre_scores_gemma":[0.9882413,0.0006301434,0.007140419,0.0002801431,0.0000288388,0.00128491,0.0003270126,0.00001238402,0.002054833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00847534,"threshold_uncertainty_score":0.04482239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02017000090516004,"score_gpt":0.3366255399004972,"score_spread":0.3164555389953371,"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."}}