{"id":"W4412786080","doi":"10.46747/cfp.710708527","title":"Percevoir l’invisible pour défendre la profession","year":2025,"lang":"fr","type":"article","venue":"Canadian Family Physician","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003956961,0.0005573547,0.0004643451,0.00142717,0.02699433,0.01559664,0.001210699,0.00690039,0.06530219],"category_scores_gemma":[0.01122374,0.0004034358,0.0005971276,0.0007856517,0.02092154,0.01432852,0.009218254,0.01386975,0.02055061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01122955,"about_ca_system_score_gemma":0.0357535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2395484,"about_ca_topic_score_gemma":0.3973503,"domain_scores_codex":[0.9941472,0.00140781,0.00008951688,0.0004324628,0.002058547,0.001864517],"domain_scores_gemma":[0.9893138,0.001137871,0.0005017431,0.0004289967,0.003419247,0.005198434],"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":[0.00001885392,0.00003256392,0.001453856,0.0001011598,0.000008709975,0.0002472076,0.03208112,0.0000447842,0.0004378628,0.1722138,0.7537933,0.03956677],"study_design_scores_gemma":[0.000003327226,0.000009412734,0.0006249673,0.000218487,0.000002540109,0.0001467017,0.01913287,0.00002191563,0.00005479815,0.01137184,0.9683936,0.00001950353],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00498752,0.005293103,0.003100041,0.6146488,0.01973179,0.00004056602,0.0001178045,0.0003044432,0.3517759],"genre_scores_gemma":[0.2122314,0.01026225,0.004722889,0.3125542,0.007884482,0.0001046699,0.000244582,0.0009498019,0.4510456],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2395484,"threshold_uncertainty_score":0.4763082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1081420968607773,"score_gpt":0.4096348988604732,"score_spread":0.3014928019996959,"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."}}