{"id":"W2426103211","doi":"10.5603/ait.2016.0010","title":"Cut-off point for switching from non- -invasive ventilation to intubation in severe ARDS. Still a spectrum of greys and whites","year":2016,"lang":"en","type":"letter","venue":"Anaesthesiology Intensive Therapy","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"ARDS; Medicine; Intubation; Mechanical ventilation; Tracheal intubation; Ventilation (architecture); Intensive care; Anesthesia; Intensive care medicine; Lung; Internal 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002497584,0.0003869758,0.00103545,0.000542098,0.00003501785,0.000009683096,0.0001386953,0.0007577662,0.00009028042],"category_scores_gemma":[0.0003564631,0.0002867772,0.0001853392,0.0001184207,0.00007292552,0.00008896941,0.00003719884,0.0005067685,0.00001845858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001007784,"about_ca_system_score_gemma":0.0001865907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001406698,"about_ca_topic_score_gemma":0.0000942078,"domain_scores_codex":[0.9981131,0.0001071321,0.0005843657,0.0006196818,0.0001731578,0.0004025714],"domain_scores_gemma":[0.9980669,0.0004061488,0.0004199491,0.000402106,0.0006233456,0.00008154516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008590593,0.0001201254,0.03942956,0.0003469361,0.00107784,0.001009206,0.009026459,0.000006174585,0.28826,0.0001087528,0.3420062,0.3100182],"study_design_scores_gemma":[0.01719649,0.05893419,0.1072551,0.006026199,0.0006482586,0.0002051409,0.003112854,0.0001335761,0.2909053,0.06546344,0.4476099,0.002509578],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8312982,0.0003231175,0.001248063,0.165117,0.0003422432,0.001545925,0.00007120641,0.00002406649,0.00003018674],"genre_scores_gemma":[0.349344,0.002155336,0.001047819,0.6446165,0.001634712,0.0002175121,0.0006003847,0.0001198067,0.0002638094],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4819542,"threshold_uncertainty_score":0.9999585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02454904370471499,"score_gpt":0.2752259391185315,"score_spread":0.2506768954138165,"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."}}