{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004213271,0.0001479432,0.000285804,0.0002390578,0.000318339,0.00001585775,0.0002027821,0.0001411146,0.00002217754],"category_scores_gemma":[0.00001578976,0.0001462609,0.00008319158,0.0004637574,0.00005921236,0.0001137452,0.00003775291,0.0004247955,0.0007083885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005444322,"about_ca_system_score_gemma":0.00174538,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09977928,"about_ca_topic_score_gemma":0.1358695,"domain_scores_codex":[0.9980968,0.0003085409,0.0004183934,0.0003010229,0.0001960143,0.0006792035],"domain_scores_gemma":[0.9988555,0.00009794733,0.00008717286,0.0003874638,0.0001002579,0.0004716101],"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":[0.000005260557,0.00001592334,0.0002471546,0.002837708,0.00007071012,0.00006712178,0.002545408,0.000006246531,0.000322419,0.2045211,0.7203997,0.06896122],"study_design_scores_gemma":[0.0001068321,0.00002743714,0.007696193,0.001113289,0.00001765366,4.377032e-8,0.003644565,0.0001374001,0.00002255012,0.00274257,0.9843341,0.0001574212],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1412881,0.008947197,0.0002311897,0.0719038,0.005746108,0.002728807,0.0009685987,0.0003882295,0.767798],"genre_scores_gemma":[0.7120945,0.000318308,0.0001217984,0.2715992,0.001565529,0.0002134863,0.00005887098,0.00007626491,0.01395202],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.753846,"threshold_uncertainty_score":0.9105138,"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."}}