{"id":"W4298314249","doi":"10.1007/978-3-031-05299-6_10","title":"ECCO2R in Obstructive Diseases: Evidence, Indications, and Exclusions","year":2022,"lang":"en","type":"book-chapter","venue":"Respiratory medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; University of Toronto","funders":"","keywords":"Medicine; ARDS; COPD; Pulmonary disease; Intensive care medicine; Mechanical ventilation; Ventilation (architecture); Lung; Anesthesia; Internal medicine; 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":[0.000621109,0.0006278725,0.001232185,0.001659428,0.0003101907,0.0000142713,0.000371662,0.0003487956,0.01595486],"category_scores_gemma":[0.0011622,0.0005706088,0.0001804903,0.0003661798,0.001463513,0.0002280859,0.0007024158,0.001774093,0.0000868737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001812409,"about_ca_system_score_gemma":0.001826241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009065502,"about_ca_topic_score_gemma":0.00003801531,"domain_scores_codex":[0.9953247,0.000183969,0.0009324251,0.00123916,0.001758925,0.0005608485],"domain_scores_gemma":[0.9964644,0.000752502,0.0003794413,0.001218736,0.0002463568,0.0009385391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005192466,0.00122632,0.2358418,0.01291541,0.00205298,0.02111252,0.003828074,0.00001946764,0.0009955514,0.378452,0.08069014,0.2576733],"study_design_scores_gemma":[0.003457816,0.0007023948,0.3586383,0.004684772,0.0007825135,0.0001533401,0.0005326024,0.00002719821,0.000002983367,0.00844136,0.6219375,0.0006391999],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02571257,0.3657136,0.00001513929,0.00894349,0.0009742343,0.006606129,0.0009233375,0.0003202143,0.5907913],"genre_scores_gemma":[0.2917429,0.0530828,0.0002870102,0.01237665,0.008515894,0.002360763,0.001940782,0.001363928,0.6283293],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5412473,"threshold_uncertainty_score":0.9996746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05316699838675715,"score_gpt":0.3378302063905746,"score_spread":0.2846632080038175,"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."}}