{"id":"W2982023377","doi":"10.1016/j.clinbiochem.2019.10.006","title":"Implementation of an educational province-wide intervention to reduce redundant vitamin B12 testing: A cross-sectional study","year":2019,"lang":"en","type":"article","venue":"Clinical Biochemistry","topic":"Folate and B Vitamins Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Vitamin B12; Medicine; Observational study; Test (biology); Vitamin; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.002087468,0.0005336046,0.0006987316,0.0005593118,0.001938008,0.001033227,0.001024426,0.001292075,0.001883726],"category_scores_gemma":[0.006648144,0.0009116021,0.0008617148,0.001236401,0.001007498,0.0006639087,0.001166723,0.001644136,0.0003033121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006558549,"about_ca_system_score_gemma":0.02048748,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3772649,"about_ca_topic_score_gemma":0.3759714,"domain_scores_codex":[0.9974036,0.0009034963,0.0001405099,0.0002924484,0.0002656741,0.0009942793],"domain_scores_gemma":[0.9960195,0.000628331,0.0007704157,0.0002988239,0.0009083535,0.001374468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008059741,0.04410513,0.8953847,0.0005734569,0.0005299741,0.000334486,0.003478738,0.0009487538,0.002254092,0.0001792966,0.002742863,0.04140889],"study_design_scores_gemma":[0.001902721,0.009128733,0.9843038,0.00008523232,0.0003113268,0.00007082651,0.002303197,0.0006802358,0.0002754888,0.00005570132,0.000857195,0.00002555129],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983919,0.00008922698,0.0001652456,0.0002487635,0.00001913203,0.0003414977,0.0002361149,0.000016123,0.0004919109],"genre_scores_gemma":[0.9975508,0.0001361441,0.0007826692,0.0003482534,0.00001282202,0.0003773143,0.0002602878,0.000003849582,0.0005279222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.622735,"threshold_uncertainty_score":0.750138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09255094596146528,"score_gpt":0.5024013219208769,"score_spread":0.4098503759594117,"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."}}