{"id":"W4309362846","doi":"10.46747/cfp.6811793","title":"Family medicine’s stress test","year":2022,"lang":"en","type":"letter","venue":"Canadian Family Physician","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test (biology); Coronavirus disease 2019 (COVID-19); Pandemic; Medical diagnosis; Medicine; 2019-20 coronavirus outbreak; Emergency department; Family medicine; Medical emergency; Psychiatry; Internal medicine; Pathology; Biology; Disease","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":[],"consensus_categories":[],"category_scores_codex":[0.001071792,0.000354626,0.0003128454,0.0006746514,0.007011995,0.001297235,0.001059791,0.01277923,0.007189913],"category_scores_gemma":[0.007432223,0.0003006189,0.0005221865,0.00042551,0.001872248,0.0009872566,0.0008124842,0.01182092,0.001565035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01139184,"about_ca_system_score_gemma":0.01650363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4458144,"about_ca_topic_score_gemma":0.6206753,"domain_scores_codex":[0.9982169,0.0002699108,0.000123966,0.0001813771,0.0006780543,0.0005297646],"domain_scores_gemma":[0.9963045,0.0006310598,0.0001531624,0.00009189001,0.001349595,0.001469711],"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":[0.00002910035,0.00006496326,0.00679042,0.00002914022,0.00001149141,0.01200545,0.000573186,0.00004676684,0.0003714249,0.002365273,0.9593117,0.01840109],"study_design_scores_gemma":[0.00008483605,0.0001912359,0.02977894,0.001111418,0.00003670703,0.0196898,0.003814715,0.0006000968,0.0004750575,0.004168725,0.9399466,0.0001018174],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.004623089,0.001810361,0.000142672,0.9519488,0.007140238,0.00005390921,0.000147778,0.00004755145,0.03408565],"genre_scores_gemma":[0.05072763,0.00211953,0.0004416543,0.9133679,0.006663679,0.00004114045,0.00009329593,0.00002045249,0.02652478],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4458144,"threshold_uncertainty_score":0.886439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07054446823387611,"score_gpt":0.3621372980847901,"score_spread":0.2915928298509139,"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."}}