{"id":"W2902894652","doi":"10.1111/anae.14499","title":"The developing world of pre‐operative optimisation: a systematic review of Cochrane reviews","year":2018,"lang":"en","type":"review","venue":"Anaesthesia","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Medicine; Multinational corporation; Psychological intervention; Clinical trial; Population; Developing country; Randomized controlled trial; Demography; Surgery; Environmental health; Internal medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003602859,0.0005124825,0.01044647,0.0001654969,0.00009495656,0.00001804935,0.0003881525,0.000167737,0.00005922553],"category_scores_gemma":[0.002045978,0.0002495418,0.002538092,0.0009486571,0.0002616091,0.00004766504,0.00004479387,0.0002505606,0.00008614614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001220682,"about_ca_system_score_gemma":0.0006124743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008213572,"about_ca_topic_score_gemma":0.000005665816,"domain_scores_codex":[0.994445,0.001382699,0.002947982,0.0003522197,0.0006057167,0.00026635],"domain_scores_gemma":[0.9948871,0.001483529,0.001888725,0.001202704,0.0004278925,0.0001100885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000009357719,0.00001940507,0.000003559324,0.9490502,0.00040323,0.00002315449,0.00005897988,1.07859e-8,1.802225e-8,0.003525356,0.001056611,0.04585014],"study_design_scores_gemma":[0.00006329386,0.00006469534,0.000005537007,0.5005675,0.003736205,0.0001207033,0.000005947782,3.134673e-7,6.202537e-7,0.000002081111,0.4953085,0.0001245845],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[6.318937e-7,0.9897522,0.00002611488,0.0005771553,0.00006709271,0.005784234,0.000003300227,0.00001942787,0.003769818],"genre_scores_gemma":[6.191993e-7,0.9927585,0.001032339,0.0006260726,0.0001046805,0.0005053529,0.00003463968,0.00004887286,0.004888937],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4942519,"threshold_uncertainty_score":0.9999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05273336191112807,"score_gpt":0.3828642920718773,"score_spread":0.3301309301607492,"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."}}