{"id":"W4386439925","doi":"10.1002/9781119862758.ch6","title":"Identifying Potential Areas of Low‐Value Healthcare‐Phase 0","year":2023,"lang":"en","type":"other","venue":"","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Health care; Value (mathematics); Systematic review; Phase (matter); Task (project management); Computer science; Medicine; MEDLINE; Engineering; Political science; Systems engineering","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":[0.02548287,0.001361168,0.001010747,0.006854017,0.003561924,0.009941979,0.002455406,0.003365238,0.028103],"category_scores_gemma":[0.03704938,0.0008915701,0.002274665,0.005122501,0.004510814,0.007986453,0.007428105,0.0036404,0.005117051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008561746,"about_ca_system_score_gemma":0.03507215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01511929,"about_ca_topic_score_gemma":0.02931156,"domain_scores_codex":[0.9859697,0.007913909,0.001104001,0.0007350749,0.003385158,0.0008922183],"domain_scores_gemma":[0.9783473,0.01167771,0.001882999,0.0009111987,0.006126662,0.001054148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001088676,0.0002039863,0.006588483,0.007700925,0.0001258609,0.0002600938,0.008067457,0.001506895,0.001044382,0.5253692,0.1180321,0.3309917],"study_design_scores_gemma":[0.00008083952,0.0001763609,0.007410572,0.0146945,0.0001707789,0.0005252415,0.01000812,0.00269726,0.002597913,0.3117208,0.6497906,0.0001269827],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01455789,0.02466297,0.3864279,0.1785048,0.002521232,0.01122192,0.006021354,0.0015877,0.3744943],"genre_scores_gemma":[0.1125041,0.02155812,0.7736373,0.02391933,0.0005237902,0.00776777,0.00292029,0.0005014861,0.05666783],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.028103,"threshold_uncertainty_score":0.1347679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6512688003016268,"score_gpt":0.6164020337992643,"score_spread":0.03486676650236253,"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."}}