{"id":"W4416690514","doi":"10.46747/cfp.711112687","title":"Adaptation, prevention urged to address administrative burden","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":"Primary care; Primary health care; MEDLINE; Primary prevention; Alternative 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":[0.06012811,0.001550043,0.003239612,0.003040515,0.01011935,0.0136422,0.005592261,0.02672552,0.02190084],"category_scores_gemma":[0.1650663,0.001075037,0.003274442,0.002982457,0.01646227,0.01504996,0.009051068,0.03626111,0.003894279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03865306,"about_ca_system_score_gemma":0.2272599,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5569053,"about_ca_topic_score_gemma":0.7218739,"domain_scores_codex":[0.956385,0.01713485,0.002713395,0.002196145,0.01458359,0.006986992],"domain_scores_gemma":[0.7901644,0.07022917,0.006699996,0.006980854,0.09315158,0.03277405],"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":[0.0000272615,0.00002049535,0.0003220087,0.0004653168,0.00005687981,0.0000353978,0.0002964362,0.00006001658,0.00002265926,0.007084623,0.9693373,0.02227163],"study_design_scores_gemma":[0.0001170201,0.00006478031,0.003590723,0.00993989,0.0001791168,0.0001660088,0.002670778,0.0001439137,0.00008896003,0.01391876,0.9689788,0.0001413399],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00006519828,0.03017833,0.0001794935,0.9582725,0.01017197,0.00001039303,0.0001141656,0.00002707417,0.0009808519],"genre_scores_gemma":[0.008674879,0.07521732,0.002030198,0.8770564,0.03340076,0.0001007681,0.0002828155,0.00009554681,0.003141335],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5569053,"threshold_uncertainty_score":0.8914084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09469520690070087,"score_gpt":0.4233033998078066,"score_spread":0.3286081929071057,"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."}}