{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002406937,0.0006337212,0.0006076617,0.0008381762,0.01044659,0.004967477,0.001496578,0.01033106,0.2730087],"category_scores_gemma":[0.02293694,0.0006511953,0.0005196483,0.0005499463,0.002037035,0.006563189,0.005049015,0.01260932,0.12136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004098687,"about_ca_system_score_gemma":0.01469739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06561008,"about_ca_topic_score_gemma":0.1297368,"domain_scores_codex":[0.9963703,0.0007667167,0.0001171159,0.0002796474,0.001307826,0.001158388],"domain_scores_gemma":[0.9727992,0.001521495,0.0007633799,0.0006408108,0.01081258,0.01346251],"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":[0.00000248474,0.000005050678,0.000116612,0.00001402005,7.444545e-7,0.0001354719,0.0002370646,0.000003144333,0.0000253916,0.0004480393,0.9933388,0.005673064],"study_design_scores_gemma":[0.000005212063,0.000009709597,0.0007402137,0.0002196489,0.000001478597,0.0006296294,0.001485869,0.0000112742,0.00002080477,0.0008417168,0.9960205,0.00001400413],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001018116,0.003541228,0.001174451,0.7616344,0.0416328,0.0001035921,0.0003218061,0.0008775553,0.1896961],"genre_scores_gemma":[0.02450562,0.005202296,0.002589246,0.4482583,0.01906717,0.0002149087,0.0003513903,0.0009123002,0.4988987],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.2730087,"threshold_uncertainty_score":0.9133052,"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."}}