{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0004713295,0.0008597971,0.001501489,0.001003253,0.002849371,0.00002330052,0.001526571,0.001450086,0.001169671],"category_scores_gemma":[0.0001117169,0.0008576962,0.0002879567,0.0007919915,0.000248852,0.0001596918,0.0002487629,0.01024254,0.002450363],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007590624,"about_ca_system_score_gemma":0.0194907,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3197335,"about_ca_topic_score_gemma":0.08048069,"domain_scores_codex":[0.9929599,0.000802936,0.001186975,0.001080177,0.001008104,0.002961928],"domain_scores_gemma":[0.9945685,0.001840642,0.0006243831,0.001658578,0.0002980425,0.001009901],"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":[0.000005090557,0.00001081067,0.0004946324,0.0007130824,0.00006304676,0.0008726935,0.0003246345,5.359302e-7,0.0000142249,0.0001494296,0.993732,0.003619778],"study_design_scores_gemma":[0.0005634369,0.0001816993,0.004880365,0.000345861,0.0001232574,4.601761e-7,0.002327835,0.000002306962,2.452866e-7,0.0005063244,0.9902804,0.0007878311],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.00004882895,0.001821254,0.000001037086,0.4885222,0.005156586,0.0009562189,0.003965661,0.0001546667,0.4993735],"genre_scores_gemma":[0.00007407551,0.0002727769,0.00001697377,0.9334905,0.02237456,0.0006498414,0.006167862,0.0002872461,0.03666623],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4627073,"threshold_uncertainty_score":0.9998462,"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."}}