{"id":"W4386444209","doi":"10.1002/9781119862758.ch13","title":"Examples from Clinical Practice","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":"Toronto Western Hospital; University of Toronto","funders":"","keywords":"Variety (cybernetics); Computer science; Management science; Process (computing); Value (mathematics); Health care; Data science; Process management; Engineering; Political science; Artificial intelligence; Programming language","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":[0.007097709,0.0007465997,0.0005251925,0.002962403,0.004768924,0.004940523,0.002108515,0.004672096,0.04478532],"category_scores_gemma":[0.0234638,0.0004930557,0.000874874,0.006117038,0.002675117,0.003503524,0.004995139,0.004191027,0.01361551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005491173,"about_ca_system_score_gemma":0.006629045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007523645,"about_ca_topic_score_gemma":0.02318767,"domain_scores_codex":[0.9875606,0.007527253,0.0006347744,0.0004980161,0.003059883,0.000719541],"domain_scores_gemma":[0.9874653,0.008446012,0.0004274391,0.0006170986,0.002080598,0.0009636724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"case_report","study_design_scores_codex":[0.00008099632,0.0002478647,0.001149776,0.003821,0.00001894341,0.002595898,0.03795199,0.000536925,0.0002840495,0.1270616,0.6029812,0.2232698],"study_design_scores_gemma":[0.00001518744,0.00002723921,0.0008911748,0.001747573,0.000003440836,0.0009330129,0.006370774,0.00007639098,0.00007008024,0.008458452,0.9813915,0.00001523003],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01183644,0.0335957,0.015983,0.05651213,0.004098612,0.001177189,0.001380434,0.0003943403,0.8750221],"genre_scores_gemma":[0.147303,0.09576414,0.1438823,0.07757372,0.00227018,0.004952473,0.004500046,0.001363692,0.5223905],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04478532,"threshold_uncertainty_score":0.1498218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8894937877774145,"score_gpt":0.6967000998260242,"score_spread":0.1927936879513903,"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."}}