{"id":"W4414161350","doi":"10.46747/cfp.7109599","title":"Mettre en lumière des médecins de famille exceptionnels","year":2025,"lang":"fr","type":"article","venue":"Canadian Family Physician","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"MEDLINE; Public health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002194551,0.0003346111,0.0003625755,0.001270745,0.005459878,0.00241924,0.001048903,0.00200432,0.09240619],"category_scores_gemma":[0.01109069,0.0002446694,0.0005089563,0.001190715,0.001192141,0.002176711,0.00330082,0.003709515,0.01589589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005824011,"about_ca_system_score_gemma":0.03043229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2912506,"about_ca_topic_score_gemma":0.4187521,"domain_scores_codex":[0.9971711,0.0004304871,0.0001072161,0.0002472521,0.000984884,0.001059108],"domain_scores_gemma":[0.9886512,0.0006916065,0.0006755874,0.0003304772,0.003531414,0.006119776],"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":[0.00004095257,0.00004286696,0.009340837,0.0001270439,0.0000105567,0.0002931551,0.001363901,0.000055897,0.0003248681,0.006327555,0.8175068,0.1645656],"study_design_scores_gemma":[0.00003410763,0.0000404178,0.0229667,0.0004993684,0.00001139807,0.000467383,0.002349761,0.00005275071,0.0001471723,0.001553236,0.9718483,0.00002946442],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02216517,0.01141009,0.00366124,0.5618396,0.01203863,0.0002476996,0.002871809,0.001720849,0.3840449],"genre_scores_gemma":[0.3020154,0.02067807,0.01729912,0.2193186,0.01123967,0.0005850713,0.004794554,0.001097161,0.4229723],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2912506,"threshold_uncertainty_score":0.5791106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03581875341871102,"score_gpt":0.3527375429248445,"score_spread":0.3169187895061335,"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."}}