{"id":"W4377818993","doi":"10.1016/j.ccc.2022.12.002","title":"Mechanical Ventilation","year":2023,"lang":"en","type":"review","venue":"Critical Care Clinics","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Mechanical ventilation; Ventilation (architecture); Intensive care medicine; Anesthesia; Mechanical 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003966318,0.0003457714,0.001876041,0.0001610759,0.00007165367,0.00003505962,0.0001619423,0.0009786799,0.000335133],"category_scores_gemma":[0.002532683,0.0002848284,0.001135689,0.0003117803,0.00007882019,0.0000391014,0.0001223022,0.0008732889,0.002488758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000122985,"about_ca_system_score_gemma":0.0007364512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.341282e-7,"about_ca_topic_score_gemma":8.208218e-7,"domain_scores_codex":[0.9974651,0.0001086946,0.001039347,0.0005729246,0.0004221827,0.0003917019],"domain_scores_gemma":[0.997847,0.000722,0.0001051345,0.000618138,0.000289994,0.0004176879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001245573,0.00004575592,0.000001516971,0.05083525,0.00005468748,0.0004899601,0.00001387133,4.826767e-9,2.256176e-7,0.007306912,0.0009447954,0.9402946],"study_design_scores_gemma":[0.0001772286,0.0003802138,9.613904e-7,0.009763304,0.002914437,0.00005806129,0.0001038295,0.000003461634,0.00000266092,0.0006140134,0.9857333,0.0002485087],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001757087,0.9950925,0.0004154094,0.00004448366,0.002341553,0.0007038208,0.0000730164,0.0002778057,0.001049656],"genre_scores_gemma":[0.00001736743,0.9960667,0.0006692839,0.0003242467,0.001169131,0.0001006625,0.0006566916,0.0001476194,0.0008482965],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9847885,"threshold_uncertainty_score":0.9999604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2883363553711475,"score_gpt":0.521667317806525,"score_spread":0.2333309624353775,"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."}}