{"id":"W4406737491","doi":"10.46747/cfp.7101e4","title":"Juste des médecins de famille","year":2025,"lang":"fr","type":"article","venue":"Canadian Family Physician","topic":"Health, Medicine and Society","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Humanities; Library science; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.00293869,0.0002835201,0.0003654226,0.0009330919,0.006087589,0.002952644,0.0005999872,0.003843024,0.03289197],"category_scores_gemma":[0.02222654,0.0002031424,0.0002398919,0.0007240418,0.002911033,0.003106549,0.003371948,0.006059004,0.004730327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005945459,"about_ca_system_score_gemma":0.02656374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1400439,"about_ca_topic_score_gemma":0.2766676,"domain_scores_codex":[0.9943335,0.001731196,0.0001869075,0.000393746,0.002425435,0.0009292314],"domain_scores_gemma":[0.9834162,0.001928627,0.0006186492,0.0004554316,0.003904523,0.009676546],"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":[0.00001548826,0.00002806606,0.004206097,0.00008447998,0.0000119649,0.0003293163,0.002048507,0.00002211569,0.0002012688,0.02988778,0.9008076,0.06235734],"study_design_scores_gemma":[0.000006024533,0.00001112814,0.002788353,0.0002597201,0.000004053759,0.0004250372,0.0009452273,0.00001039277,0.00002091481,0.002338821,0.9931818,0.000008481042],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004149916,0.02145852,0.0005204665,0.8244918,0.01183925,0.00002020326,0.0002839889,0.00008136404,0.1371544],"genre_scores_gemma":[0.286397,0.06574329,0.003287312,0.4154479,0.01839432,0.0001254663,0.0007890437,0.0001908976,0.2096248],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1400439,"threshold_uncertainty_score":0.2784575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04649659857718756,"score_gpt":0.3574638483854199,"score_spread":0.3109672498082324,"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."}}