{"id":"W4285731723","doi":"10.1177/08404704221112311","title":"The roles of family physicians during a pandemic","year":2022,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Hospital; University of British Columbia; St Joseph's Health Care; University of Toronto; Dalhousie University; Memorial University of Newfoundland; Simon Fraser University; Thames Valley Children's Centre; Western University","funders":"Canadian Institutes of Health Research","keywords":"Pandemic; Operationalization; Staffing; Outreach; Public health; Closure (psychology); Family medicine; Nursing; Health care; Medicine; Medical emergency; Coronavirus disease 2019 (COVID-19); Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009910355,0.0001694683,0.0003325324,0.0001454081,0.005009253,0.000006437884,0.0005433105,0.00005710277,0.0001259966],"category_scores_gemma":[0.00001401337,0.0001389163,0.0001318161,0.0004069829,0.000054867,0.00006708001,0.001127116,0.0007990441,0.0000492657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000897072,"about_ca_system_score_gemma":0.0003444647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005856014,"about_ca_topic_score_gemma":0.002486918,"domain_scores_codex":[0.9965206,0.0007006011,0.0007980402,0.0003103251,0.0005870264,0.001083379],"domain_scores_gemma":[0.9984358,0.0002978269,0.0004342018,0.0006565253,0.00008128689,0.00009434903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006907526,0.0001639052,0.2992387,0.004831783,0.0002395011,0.00004694635,0.006738333,0.00006176985,0.0001400573,0.1307132,0.3105073,0.2466279],"study_design_scores_gemma":[0.0009122537,0.0001353024,0.1503494,0.00007185494,0.00002441466,0.000001340611,0.071996,0.00001952499,0.000003791491,0.002676632,0.7736506,0.0001588649],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6177874,0.01151524,0.0001508905,0.2549481,0.005287194,0.006170216,0.0002906784,0.0006889818,0.1031612],"genre_scores_gemma":[0.9439782,0.002555411,0.00008065902,0.04133477,0.0001461968,0.001271954,0.00002888897,0.00004696381,0.01055694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4631434,"threshold_uncertainty_score":0.9962861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04292408036244309,"score_gpt":0.3868057586705483,"score_spread":0.3438816783081052,"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."}}