{"id":"W1971491933","doi":"10.1213/ane.0b013e31818e0cee","title":"What Determines the Efficacy of Forced-Air Warming Systems? A Manikin Evaluation with Upper Body Blankets","year":2008,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Thermal Regulation in Medicine","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Blanket; Heat transfer; Medicine; Environmental science; Nuclear engineering; Nozzle; Mechanics; Mechanical engineering; Materials science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007369898,0.0002537885,0.0004947895,0.0001827344,0.0001407331,0.00001978354,0.0001877703,0.0001065074,0.00006486997],"category_scores_gemma":[0.0001100412,0.0001465998,0.0001176274,0.0003778992,0.0002678421,0.0002557699,0.00001429798,0.0001525112,0.00002004681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008241885,"about_ca_system_score_gemma":0.0001881113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007931049,"about_ca_topic_score_gemma":0.000005212105,"domain_scores_codex":[0.9975806,0.0002064026,0.0004995033,0.0003129327,0.001103726,0.0002968122],"domain_scores_gemma":[0.9982218,0.0002780721,0.000313248,0.0006571331,0.0004067197,0.000123013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007781056,0.001861016,0.8586047,0.002008239,0.001952925,0.005916538,0.02766602,0.00900839,0.02959453,0.005130494,0.006319113,0.04415704],"study_design_scores_gemma":[0.003468219,0.0008235057,0.9644536,0.001257616,0.0007274289,0.009681973,0.001672226,0.01235572,0.002295592,0.00001912184,0.003012104,0.0002329235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940051,0.00160951,0.0001230897,0.002704117,0.00007628369,0.001178998,2.226962e-7,0.00009954572,0.0002031056],"genre_scores_gemma":[0.9979913,0.000122805,0.0001446352,0.0005711793,0.000294445,0.00007529751,0.00002225854,0.00006524866,0.0007128237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1058489,"threshold_uncertainty_score":0.5978167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0240867196059823,"score_gpt":0.2842780855528068,"score_spread":0.2601913659468245,"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."}}