{"id":"W7070533586","doi":"","title":"Rapid evidence profile #45: What is known from evidence and from experiences in other jurisdictions about how to effectively and efficiently improve wait times for scheduled (elective) surgical services?","year":2022,"lang":"en","type":"other","venue":"","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Diafiltration; Dysgeusia; Liquation; Triacetin; Fusible alloy; Emperipolesis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003764385,0.0004266119,0.0004505187,0.0001655676,0.0001404771,0.0002991759,0.0003632625,0.0003960196,0.003075359],"category_scores_gemma":[0.000195429,0.0003677028,0.00009106936,0.0001776406,0.0001384988,0.00004509259,0.0004504752,0.0002791496,0.00001195423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004270437,"about_ca_system_score_gemma":0.00009094457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001172224,"about_ca_topic_score_gemma":0.0004750608,"domain_scores_codex":[0.9979398,0.0002302189,0.0002804304,0.000944226,0.0002583996,0.0003469251],"domain_scores_gemma":[0.9987076,0.0003763457,0.0002548491,0.0004485791,0.00006642891,0.0001462299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00809584,0.002078254,0.08566577,0.007482443,0.004790258,0.00006224072,0.1510498,0.0001746802,0.1637903,0.0004767433,0.2565546,0.3197792],"study_design_scores_gemma":[0.003162958,0.003296215,0.007890535,0.003812199,0.0002370065,0.00001513785,0.01028038,0.01442629,0.03406888,0.00004021575,0.9205491,0.00222111],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.893593,0.08418776,0.00193859,0.0008965964,0.0007440458,0.005234465,0.0008936292,0.0001563329,0.01235557],"genre_scores_gemma":[0.5531461,0.02669766,0.05284467,0.004711716,0.002718178,0.01017147,0.001480604,0.001413402,0.3468163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6639945,"threshold_uncertainty_score":0.9998775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00897254357277364,"score_gpt":0.2707529550502579,"score_spread":0.2617804114774843,"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."}}