{"id":"W2296154046","doi":"10.5603/ait.2016.0011","title":"Cut-off point for switching from non- -invasive ventilation to intubation in severe ARDS. Fifty shades of grey?","year":2016,"lang":"en","type":"letter","venue":"Anaesthesiology Intensive Therapy","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"ARDS; Medicine; Intubation; Ventilation (architecture); Mechanical ventilation; 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":[0.0003152432,0.0004418147,0.001186505,0.0005722923,0.00004880516,0.000009774312,0.0002315342,0.001074518,0.0001775552],"category_scores_gemma":[0.0005361354,0.0003279125,0.000337162,0.0001467864,0.00006957473,0.0001126894,0.00003903524,0.0006518158,0.00005357779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001581991,"about_ca_system_score_gemma":0.0002862489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001535323,"about_ca_topic_score_gemma":0.00006278638,"domain_scores_codex":[0.9977227,0.0001386781,0.0007524539,0.0006823964,0.0002324239,0.0004713789],"domain_scores_gemma":[0.9970783,0.0004750785,0.0005298309,0.0005541569,0.001276932,0.00008572421],"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":[0.004728977,0.00008008119,0.01015583,0.0001706298,0.0006091082,0.0005384012,0.003663384,0.000006367752,0.1892648,0.00004225279,0.5212139,0.2695262],"study_design_scores_gemma":[0.01055083,0.03071521,0.04318636,0.004279113,0.0003953139,0.00007878735,0.00191719,0.00006914831,0.2496239,0.02355433,0.6339203,0.001709531],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8381492,0.000269368,0.002036586,0.1567063,0.0006242148,0.002010767,0.0001079921,0.00003700921,0.00005851712],"genre_scores_gemma":[0.1818104,0.001361002,0.00131118,0.8113214,0.002176293,0.000348838,0.001155582,0.0001372816,0.0003780179],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6563389,"threshold_uncertainty_score":0.9999173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0349694839186405,"score_gpt":0.2951194670919359,"score_spread":0.2601499831732954,"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."}}