{"id":"W4366336430","doi":"10.46747/cfp.6904271","title":"Impact of early waves of the COVID-19 pandemic on family medicine residency training","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; TD Bank Group","funders":"","keywords":"Preparedness; Pandemic; Medical education; Medicine; Family medicine; Likert scale; Tracking (education); Coronavirus disease 2019 (COVID-19); Psychology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002824556,0.0002010093,0.0001864783,0.0004574646,0.001197889,0.000802316,0.0005271291,0.0006136236,0.003588177],"category_scores_gemma":[0.01119889,0.0001698175,0.0002981014,0.0003303527,0.0007040983,0.0008901148,0.002935705,0.001113775,0.0002330338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002523932,"about_ca_system_score_gemma":0.003711362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03197895,"about_ca_topic_score_gemma":0.06570577,"domain_scores_codex":[0.9981968,0.0004981087,0.0001096219,0.00009166494,0.0003832387,0.0007206019],"domain_scores_gemma":[0.9927562,0.001498115,0.002381628,0.0001381313,0.0007929496,0.002433097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002496221,0.0002972569,0.9451288,0.0002473802,0.00004009524,0.0007651663,0.01389984,0.0003952951,0.0008862871,0.0001936412,0.004081885,0.03381468],"study_design_scores_gemma":[0.000005744808,0.0002471476,0.9813778,0.000140377,0.000004700452,0.0001616332,0.01535545,0.0001014566,0.0001327761,0.00002762665,0.002432327,0.0000130843],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943154,0.0003022715,0.0001055885,0.002066602,0.00006342805,0.00005262213,0.0003285986,0.000008531258,0.002756888],"genre_scores_gemma":[0.9982458,0.0002868313,0.0001660127,0.0005954579,0.00005251062,0.00004461336,0.0002143399,0.000002506487,0.0003919962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03197895,"threshold_uncertainty_score":0.06358558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1525457598747612,"score_gpt":0.353836788319555,"score_spread":0.2012910284447937,"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."}}