{"id":"W4408561618","doi":"10.46747/cfp.7103216","title":"Family medicine: high standards and high value","year":2025,"lang":"en","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":"Computer science; Value (mathematics); Data science; World Wide Web; Medicine","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":[0.006132039,0.0004460638,0.0005327929,0.001071719,0.006314449,0.009858278,0.0008951707,0.007076013,0.1169661],"category_scores_gemma":[0.02089671,0.0004691207,0.0004722132,0.001064466,0.005556129,0.006272509,0.006202044,0.009169783,0.05186099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004120879,"about_ca_system_score_gemma":0.0186341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01164452,"about_ca_topic_score_gemma":0.02945053,"domain_scores_codex":[0.9921255,0.001909608,0.0002610056,0.0004002885,0.004010359,0.001293357],"domain_scores_gemma":[0.9743629,0.002824694,0.0007184624,0.001463627,0.008824686,0.0118056],"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":[0.000002183835,0.00001096629,0.0002277764,0.00002557877,0.000001546412,0.00003722403,0.0001191451,0.000008744484,0.0000425562,0.00741785,0.9686583,0.02344801],"study_design_scores_gemma":[0.000006604122,0.00001003976,0.001505893,0.0002398118,0.000001782435,0.0002231574,0.0003860392,0.00002111315,0.00004152046,0.009499707,0.9880518,0.00001254548],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006062559,0.003080829,0.001455596,0.7637039,0.0213671,0.00005371216,0.0002398772,0.000646982,0.2088458],"genre_scores_gemma":[0.04895406,0.008598802,0.0108372,0.6236388,0.03626349,0.0002520596,0.0008234057,0.0009446882,0.2696875],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1169661,"threshold_uncertainty_score":0.3912905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0295396453186517,"score_gpt":0.3727915643679205,"score_spread":0.3432519190492688,"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."}}