{"id":"W4386715850","doi":"10.46747/cfp.6909620","title":"Reduce unnecessary routine vitamin D testing","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Manitoba","funders":"","keywords":"Clothing; Medicine; Vitamin D and neurology; Vitamin; Computer science; Gerontology; Geography; Internal medicine; Archaeology","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":[0.00188955,0.0007443541,0.0005730775,0.002448683,0.001493662,0.001637953,0.001964078,0.00268204,0.1015695],"category_scores_gemma":[0.03016342,0.0003418463,0.001109046,0.0005536732,0.0004114904,0.001213679,0.002662449,0.002140923,0.02105999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002624372,"about_ca_system_score_gemma":0.0060979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02699425,"about_ca_topic_score_gemma":0.03466028,"domain_scores_codex":[0.9966852,0.0008550707,0.0002067246,0.0002666016,0.001423981,0.000562346],"domain_scores_gemma":[0.9860381,0.002093448,0.0008219291,0.0005910842,0.004796051,0.005659379],"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":[0.000248323,0.00123098,0.02353423,0.0004694821,0.00005765475,0.0005117604,0.0003265025,0.0002252141,0.0007131919,0.001320794,0.5500501,0.4213117],"study_design_scores_gemma":[0.000783536,0.001329043,0.221164,0.003579114,0.000228089,0.00329959,0.002784575,0.001522755,0.001676879,0.007323743,0.7561718,0.0001368548],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.09448414,0.01281296,0.01843321,0.3329815,0.008601191,0.005038492,0.004715702,0.006441413,0.5164915],"genre_scores_gemma":[0.5347618,0.01852501,0.07502367,0.1736048,0.0193028,0.004290705,0.005967274,0.001514188,0.1670098],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1015695,"threshold_uncertainty_score":0.3397837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5576086983947689,"score_gpt":0.4891441143307142,"score_spread":0.0684645840640547,"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."}}