{"id":"W4410289561","doi":"10.1001/jamainternmed.2025.1000","title":"Long-Term Changes in Serum Vitamin D Testing After Implementation of Criteria-Based Testing","year":2025,"lang":"en","type":"article","venue":"JAMA Internal Medicine","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Ministry of Health and Long Term Care; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Cohort; Term (time); Cohort study; Vitamin; Gerontology; Environmental health; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003902131,0.0001975738,0.0004795863,0.0004762643,0.0001900564,0.00001582949,0.0003179375,0.0001695813,0.001172323],"category_scores_gemma":[0.01498967,0.0001695982,0.00002559204,0.0004171407,0.0001297039,0.0002591984,0.0001869928,0.0008785742,0.0000176411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003256988,"about_ca_system_score_gemma":0.0004793263,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01710327,"about_ca_topic_score_gemma":0.02345947,"domain_scores_codex":[0.9963841,0.001200726,0.001195517,0.0003415113,0.000364965,0.0005131965],"domain_scores_gemma":[0.9922893,0.005684471,0.0008947807,0.000400005,0.000609589,0.0001218217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001666952,0.00003796833,0.8905092,0.002344915,0.00001565016,0.00007711356,0.001894273,2.645914e-7,0.003153369,0.00001746369,0.0005240436,0.101259],"study_design_scores_gemma":[0.002595121,0.000382236,0.9756357,0.0160666,0.00003637307,0.000002847617,0.003281904,0.000278531,0.001139856,0.00009622525,0.0003734606,0.0001111485],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9424081,0.0002234191,0.0004659489,0.05172716,0.00140853,0.0007767534,0.00003315342,0.00005429598,0.002902683],"genre_scores_gemma":[0.9850326,0.00001186782,0.001049199,0.01252582,0.0007025789,0.00023862,0.00001636493,0.00002275574,0.0004002459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1011478,"threshold_uncertainty_score":0.9997407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4710943450237282,"score_gpt":0.5846984141117573,"score_spread":0.1136040690880291,"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."}}