{"id":"W2395779818","doi":"10.1186/2197-425x-3-s1-a426","title":"Prognosis of mechanically ventilated patients entering the weaning process","year":2015,"lang":"en","type":"article","venue":"Intensive Care Medicine Experimental","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Assistance publique-Hôpitaux de Paris","keywords":"Medicine; Weaning; Mechanical ventilation; Intensive care medicine; Emergency medicine; Anesthesia; Internal medicine","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":[0.0001490807,0.0002107251,0.0004329734,0.00009903951,0.00005252982,0.000006506478,0.0001646924,0.00007601031,0.000133996],"category_scores_gemma":[0.0006367617,0.0001283712,0.0001025219,0.0001795441,0.0001719169,0.00007511795,0.00009419892,0.0001848179,0.00001212744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001188141,"about_ca_system_score_gemma":0.0001166249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002515081,"about_ca_topic_score_gemma":0.000001205344,"domain_scores_codex":[0.9983266,0.00003657463,0.0004577436,0.0002789151,0.0006520774,0.0002481078],"domain_scores_gemma":[0.9958154,0.0000223564,0.0001938415,0.0002538383,0.003470859,0.0002437368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001985188,0.0004458916,0.08068746,0.0002823931,0.0003808957,0.0002650555,0.1110123,0.000002326463,0.7888751,0.0002620247,0.01132126,0.004480146],"study_design_scores_gemma":[0.003135917,0.004400747,0.000818516,0.000672907,0.0001206485,0.00005046074,0.270641,0.00003425236,0.7179149,0.00001738075,0.002060122,0.0001331821],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948848,0.001265696,0.000071795,0.0004940872,0.000993949,0.0007916373,0.000004270655,0.00005793889,0.001435852],"genre_scores_gemma":[0.9971694,0.000003307577,0.00008188804,0.002325646,0.000188593,0.00007070728,0.0000651018,0.00003471658,0.00006058873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1596287,"threshold_uncertainty_score":0.5234827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04353477418381427,"score_gpt":0.3385244242282677,"score_spread":0.2949896500444534,"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."}}