{"id":"W4205496404","doi":"10.1017/cjn.2021.453","title":"P.177 The Effect of the COVID 19 Pandemic on theTraining of Surgical Residents in Canada. A Survey of Residents and Program Directors.","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Medicine; Coronavirus disease 2019 (COVID-19); Restructuring; Flexibility (engineering); Family medicine; Employability; Medical education; Nursing; Psychology; Political science; Management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0005671622,0.0001679199,0.0001010032,0.0006747388,0.001982857,0.0006876453,0.0005117055,0.000321595,0.002642629],"category_scores_gemma":[0.002447424,0.0001819777,0.0001960159,0.00166876,0.0008148316,0.0003762899,0.0007132955,0.0004946454,0.0002801933],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0122778,"about_ca_system_score_gemma":0.02707685,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9773137,"about_ca_topic_score_gemma":0.9842077,"domain_scores_codex":[0.9993487,0.00005317926,0.0000269011,0.00003842044,0.000318402,0.0002143302],"domain_scores_gemma":[0.9972309,0.0001515118,0.0006881345,0.00002487536,0.0008308359,0.001073591],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002975479,0.0000531543,0.9706396,0.0001004021,0.00001187416,0.0001332261,0.003555158,0.0000699763,0.0001735925,0.00005942914,0.01225842,0.01291541],"study_design_scores_gemma":[0.000002123821,0.00002755138,0.9935079,0.00003382548,0.000002583809,0.00003742276,0.003491301,0.0000386108,0.0000238905,0.000007315958,0.002823755,0.000003781263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801317,0.001165602,0.00007601997,0.005916287,0.0000501913,0.0001289921,0.004874776,0.00001668291,0.00763971],"genre_scores_gemma":[0.9921921,0.001601593,0.0001463047,0.001451654,0.00003456054,0.00005981078,0.001255103,0.000005160535,0.003253859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9994329,"threshold_uncertainty_score":0.08908206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06501863412322546,"score_gpt":0.322490054552608,"score_spread":0.2574714204293825,"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."}}