{"id":"W2517300525","doi":"10.1097/pcc.0000000000000918","title":"Utilizing a Collaborative Learning Model to Promote Early Extubation Following Infant Heart Surgery*","year":2016,"lang":"en","type":"article","venue":"Pediatric Critical Care Medicine","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Intensive care medicine; Anesthesia","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":[0.003052368,0.0003368161,0.0002907249,0.0006668275,0.0004035483,0.0007432434,0.0007839096,0.0006939658,0.0009853729],"category_scores_gemma":[0.01715046,0.0001250183,0.0002814668,0.0003602243,0.0002280509,0.0005201654,0.0009937808,0.0004617414,0.0002447774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007930578,"about_ca_system_score_gemma":0.003431089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00260242,"about_ca_topic_score_gemma":0.007704227,"domain_scores_codex":[0.9964173,0.002219096,0.0001927926,0.0002282062,0.0006305897,0.0003120544],"domain_scores_gemma":[0.9926524,0.003270599,0.001492354,0.0003236297,0.0007075811,0.00155345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007245826,0.02430831,0.2184833,0.0007852428,0.0001594394,0.0007398789,0.003237761,0.003995249,0.003037103,0.0004023733,0.006345725,0.737781],"study_design_scores_gemma":[0.002976189,0.0516893,0.8659018,0.001642504,0.0004619168,0.002256637,0.007000905,0.03572254,0.00725042,0.001858147,0.02305285,0.0001868508],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856603,0.0004288672,0.006037143,0.001775339,0.00005430587,0.001147026,0.00005613209,0.0001024356,0.004738443],"genre_scores_gemma":[0.9656249,0.0004645456,0.03138271,0.0004399743,0.00005907036,0.001091908,0.0001176477,0.000006771718,0.0008124117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003052368,"threshold_uncertainty_score":0.01614267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02818947526563575,"score_gpt":0.3289128908777547,"score_spread":0.3007234156121189,"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."}}