{"id":"W4241206032","doi":"10.1111/ans.13732","title":"Medicine in small doses","year":2016,"lang":"en","type":"article","venue":"ANZ Journal of Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Delirium; Grip strength; Weight loss; Frailty Index; Gerontology; Physical therapy; Obesity; Internal medicine; Intensive care medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001352197,0.00009686776,0.0009067846,0.0003489701,0.00001227853,0.000003597207,0.00004764961,0.00006190577,0.0003642099],"category_scores_gemma":[0.00126214,0.00004616113,0.0004113854,0.0001800056,0.00008924656,0.00007942533,0.000008346594,0.000121019,0.00002023088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004169483,"about_ca_system_score_gemma":0.000113265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002040527,"about_ca_topic_score_gemma":0.000003461409,"domain_scores_codex":[0.9988059,0.00008163263,0.0005961717,0.0000797348,0.0002479871,0.0001885543],"domain_scores_gemma":[0.9962693,0.003132076,0.0001816327,0.0001184759,0.0001200365,0.000178492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004122696,0.00006732206,0.9405805,0.00002610136,0.00006898231,0.003989355,0.00007924349,1.663822e-7,0.002528269,0.0004000092,0.004942501,0.04690521],"study_design_scores_gemma":[0.001552549,0.0001222963,0.8437129,0.001080726,0.00007149379,0.002738025,0.00009041275,2.336538e-7,0.0007655142,0.0001658605,0.1496112,0.00008878206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9680834,0.001804902,0.00005965052,0.02362314,0.0003961651,0.00004044975,3.548535e-7,0.000007905719,0.005984018],"genre_scores_gemma":[0.9940025,0.002104683,0.00007634598,0.001194404,0.0006126098,6.901727e-7,3.873851e-7,0.0000116307,0.001996717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1446687,"threshold_uncertainty_score":0.3987843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0641807104223406,"score_gpt":0.2859740987765781,"score_spread":0.2217933883542376,"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."}}