{"id":"W3024383491","doi":"10.1016/j.clinbiochem.2020.05.004","title":"Reducing free thyroid hormone testing through multiple Plan-Do-Study-Act cycles","year":2020,"lang":"en","type":"article","venue":"Clinical Biochemistry","topic":"Thyroid Disorders and Treatments","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"PDCA; Hormone; Thyroid; Psychological intervention; Audit; Medicine; Computer science; Quality management; Internal medicine; Operations management; Engineering; Nursing; Accounting; Business","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001678892,0.0002743949,0.0005557496,0.00001084174,0.0001220692,0.00003415703,0.0002538225,0.0002161588,0.00004444882],"category_scores_gemma":[0.005924329,0.0002320613,0.0002216968,0.0002274167,0.0001456837,0.00005482005,0.0002323331,0.0004703144,0.00009387929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003228928,"about_ca_system_score_gemma":0.000122802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007005884,"about_ca_topic_score_gemma":0.000001054021,"domain_scores_codex":[0.9978884,0.00003811874,0.0006971738,0.0007678325,0.0002719916,0.0003365131],"domain_scores_gemma":[0.9981046,0.0005446881,0.0001869773,0.0007106315,0.00007416201,0.0003789228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008990325,0.003048507,0.8559961,0.00009805845,0.0004021629,0.0004534881,0.0004875689,0.000004664673,0.1073921,0.000002010976,0.02517517,0.006041166],"study_design_scores_gemma":[0.06879409,0.01208343,0.7412547,0.0005646356,0.001787291,0.0001969158,0.00852329,0.001294219,0.158757,0.0005921784,0.004106312,0.002045975],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892868,0.002455601,0.00002222742,0.00179431,0.0000867482,0.0003769929,0.00005237542,0.0002079294,0.005717051],"genre_scores_gemma":[0.9942792,0.00009184481,0.003671838,0.0009737769,0.0007186009,0.00002166473,0.00007994343,0.00004169839,0.000121411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1147415,"threshold_uncertainty_score":0.9463186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1045902468990278,"score_gpt":0.3563126032760129,"score_spread":0.2517223563769851,"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."}}