{"id":"W6959080825","doi":"10.6084/m9.figshare.c.6590965.v1","title":"Clinical risk factors for increased respiratory drive in intubated hypoxemic patients","year":2023,"lang":"en","type":"other","venue":"Figshare","topic":"Memory, History, Trauma, Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McGill University","funders":"","keywords":"Sedation; Respiratory system; Arterial blood; Airway; Mean airway pressure; Positive airway pressure; Mechanical ventilation; Ventilation (architecture)","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":["insufficient_payload"],"category_scores_codex":[0.0001814197,0.000419267,0.0006430928,0.0005522436,0.0001748397,0.00009430733,0.0004840137,0.0004985303,0.3809188],"category_scores_gemma":[0.005075952,0.0004146523,0.0003306865,0.00007309132,0.00007139491,0.0001060831,0.000108439,0.0006135035,0.006768435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002440919,"about_ca_system_score_gemma":0.0001552543,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002399818,"about_ca_topic_score_gemma":0.06543222,"domain_scores_codex":[0.9977094,0.0002400155,0.000687286,0.0006561966,0.000316388,0.0003907013],"domain_scores_gemma":[0.9977561,0.0006650668,0.0007160102,0.0005394344,0.0001731705,0.0001502698],"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":[0.00001736631,0.0001186641,0.007620859,0.0002882578,0.00007521325,0.000006036561,0.0006920427,2.324384e-7,4.779214e-8,0.00002123285,0.9904448,0.0007152123],"study_design_scores_gemma":[0.001058266,0.0001529496,0.02241688,0.001782778,0.00004905865,2.09238e-8,0.0001157999,0.000005878057,0.000001213363,0.00002887945,0.9739297,0.0004585467],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.006567865,0.0002713285,6.403958e-8,0.000002151854,0.002076476,0.001638286,0.7752575,0.0009227407,0.2132636],"genre_scores_gemma":[0.01092449,0.00004301847,0.00001555613,0.0003102028,0.004388945,0.001475591,0.351906,0.003267231,0.627669],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.4233515,"threshold_uncertainty_score":0.9998305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1114915965970286,"score_gpt":0.3016838387851463,"score_spread":0.1901922421881177,"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."}}