{"id":"W4402512813","doi":"10.46747/cfp.7009530","title":"Proud of who we are: generalists","year":2024,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec","funders":"","keywords":"Generalist and specialist species; Computer science; Data science; World Wide Web; Biology; Ecology","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":[0.003172259,0.0004819699,0.0006358306,0.001154867,0.006352984,0.005413805,0.00110992,0.007120721,0.04237428],"category_scores_gemma":[0.02636243,0.0002864463,0.0003884445,0.001080645,0.005239041,0.004449026,0.002920621,0.01300161,0.02063322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006578562,"about_ca_system_score_gemma":0.01548135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08141179,"about_ca_topic_score_gemma":0.2243173,"domain_scores_codex":[0.9952865,0.0008905304,0.0001585299,0.0003660101,0.002410312,0.0008880921],"domain_scores_gemma":[0.9805817,0.002683795,0.001031773,0.000470957,0.006065159,0.009166461],"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":[0.000002953601,0.000005115732,0.0004244781,0.00002884522,0.000001803308,0.000052516,0.0002784975,0.000003792708,0.00003026925,0.001398353,0.9889166,0.008856723],"study_design_scores_gemma":[0.00000758221,0.00001068189,0.002102149,0.0004310725,0.000004759723,0.0005663215,0.001506793,0.00001832458,0.00002978492,0.003345234,0.9919564,0.00002097286],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0005490516,0.005138177,0.0002126547,0.9325855,0.02057694,0.00001320383,0.0001298308,0.00008981802,0.04070475],"genre_scores_gemma":[0.01956665,0.009992052,0.000760604,0.858223,0.02719908,0.00004051144,0.0002354572,0.0001879624,0.08379469],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08141179,"threshold_uncertainty_score":0.1618758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1274810211833627,"score_gpt":0.411849636167371,"score_spread":0.2843686149840083,"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."}}