{"id":"W2959247342","doi":"10.1097/aln.0000000000002834","title":"Individualizing Intraoperative Ventilation: Comment","year":2019,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Hounsfield scale; Medicine; Atelectasis; Anesthesiology; Mechanical ventilation; Anesthesia; Computed tomography; Radiology; Lung; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0244415,0.001525162,0.001482959,0.00142428,0.002636439,0.003888346,0.007674767,0.03522153,0.008344825],"category_scores_gemma":[0.1535245,0.001021286,0.00282493,0.001628431,0.005056859,0.008515465,0.003158223,0.05607942,0.008345303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005040954,"about_ca_system_score_gemma":0.005530264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006057683,"about_ca_topic_score_gemma":0.006145275,"domain_scores_codex":[0.9819895,0.003833914,0.0034072,0.003286761,0.006348894,0.001133724],"domain_scores_gemma":[0.8889174,0.06138182,0.008041761,0.004384761,0.03312304,0.004151192],"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":[0.00006877611,0.00001702184,0.0006210984,0.000415048,0.00005612171,0.0005859022,0.0002415633,0.0001122139,0.0000957131,0.002216893,0.9866948,0.008874808],"study_design_scores_gemma":[0.0001719785,0.00009678885,0.001732224,0.002347114,0.0001577917,0.00221856,0.0007032381,0.0005992741,0.0008606407,0.008416916,0.982543,0.0001525205],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002765117,0.003669756,0.000449198,0.9042696,0.09014638,0.00002108886,0.0001324787,0.00009345431,0.0009414579],"genre_scores_gemma":[0.002039852,0.001586593,0.0004174125,0.9212793,0.07374728,0.0000398291,0.00003410459,0.00003773537,0.000817902],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03522153,"threshold_uncertainty_score":0.1292605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02071004345944255,"score_gpt":0.2787547437726038,"score_spread":0.2580447003131612,"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."}}