{"id":"W4384297200","doi":"10.46747/cfp.6907490","title":"Family physicians: first point of contact, last line of defence","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Family Physicians of Canada","funders":"","keywords":"Point (geometry); Line (geometry); First line; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003821322,0.0002639738,0.0007771143,0.0004550561,0.0004927671,0.000005061421,0.0004691368,0.0002041947,0.00001765831],"category_scores_gemma":[0.00006377043,0.0002740884,0.000205336,0.001194087,0.0001277845,0.0001855988,0.00009492294,0.0005122107,0.0006926732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006457061,"about_ca_system_score_gemma":0.003608861,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06988321,"about_ca_topic_score_gemma":0.1082122,"domain_scores_codex":[0.9971787,0.0001693249,0.0008600905,0.0003616958,0.0003303383,0.001099841],"domain_scores_gemma":[0.9975403,0.0005467255,0.0004393977,0.0006741398,0.0003656809,0.0004337888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0000949771,0.0001206973,0.01427796,0.002374369,0.0001872559,0.0000679119,0.004026443,0.00008382332,0.02481515,0.01459178,0.9109782,0.02838141],"study_design_scores_gemma":[0.001516248,0.0003398897,0.54516,0.001165442,0.00008037679,1.521878e-7,0.01248866,0.0001389274,0.0006258278,0.001947243,0.4359701,0.0005671382],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6011735,0.001147069,0.00006214293,0.007299318,0.002328715,0.001612285,0.001897155,0.0002519186,0.3842279],"genre_scores_gemma":[0.8143068,0.0003020658,0.00008523142,0.1836933,0.0004808998,0.00009485578,0.0001893599,0.00007026101,0.0007772307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5308821,"threshold_uncertainty_score":0.9999712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05434860308573874,"score_gpt":0.3464349819677986,"score_spread":0.2920863788820599,"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."}}