{"id":"W3184597172","doi":"10.1093/ajcp/aqab094","title":"A New List for Choosing Wisely Canada From the “Hidden Profession” of Medical Laboratory Science","year":2021,"lang":"en","type":"article","venue":"American Journal of Clinical Pathology","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Northern Alberta Institute of Technology; University of Alberta","funders":"","keywords":"Delphi method; Scope (computer science); Medical education; Session (web analytics); Test (biology); Harm; Medicine; Status quo; Health care; Psychology; Political science; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06426291,0.001739543,0.001293807,0.01158789,0.01759829,0.01112428,0.00387753,0.008443602,0.01617035],"category_scores_gemma":[0.1075755,0.001298354,0.002032625,0.007012334,0.006865475,0.01186516,0.008790822,0.008135522,0.004643857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04135331,"about_ca_system_score_gemma":0.1853128,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1664607,"about_ca_topic_score_gemma":0.3370737,"domain_scores_codex":[0.9467764,0.0195871,0.010033,0.002126036,0.01786331,0.003614089],"domain_scores_gemma":[0.755982,0.05029563,0.009442666,0.007448086,0.155406,0.0214256],"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":[0.0001621545,0.000265007,0.00814924,0.00528497,0.00006338161,0.0009696446,0.02687802,0.0008054453,0.00347094,0.04857999,0.6549686,0.2504026],"study_design_scores_gemma":[0.00009821131,0.0002625473,0.007708903,0.008009905,0.00008199728,0.0007423832,0.03969587,0.001315561,0.001209737,0.01678518,0.9236947,0.0003950144],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.03208991,0.01139462,0.1474859,0.6650258,0.0196125,0.02047244,0.004724782,0.003127438,0.09606665],"genre_scores_gemma":[0.1042573,0.009033691,0.7829328,0.04824642,0.001806574,0.01576692,0.005032991,0.0006613139,0.03226203],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8335393,"threshold_uncertainty_score":0.3398588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5345686654062944,"score_gpt":0.6313821589961736,"score_spread":0.09681349358987912,"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."}}