{"id":"W2604724070","doi":"10.2147/copd.s130107","title":"Automated versus manual oxygen titration in COPD exacerbation: machine or hands, this is the question","year":2017,"lang":"en","type":"letter","venue":"International Journal of COPD","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; COPD; Exacerbation; Copd exacerbation; Titration; Intensive care medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005874045,0.0005334037,0.001419376,0.0006259325,0.001972658,0.002699878,0.001953931,0.02654069,0.009769031],"category_scores_gemma":[0.05690034,0.0004232093,0.0008693227,0.0005650712,0.003401859,0.00491165,0.001312105,0.03202161,0.009041104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003209031,"about_ca_system_score_gemma":0.002266306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004958785,"about_ca_topic_score_gemma":0.00560746,"domain_scores_codex":[0.99604,0.001434395,0.0007263076,0.0005035409,0.00100793,0.0002878173],"domain_scores_gemma":[0.9703885,0.01883034,0.001354661,0.0007590984,0.007213629,0.001453753],"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":[0.00009139214,0.00003442467,0.0006204195,0.0001152473,0.00001939346,0.0004315324,0.0001568647,0.00004094741,0.00009652648,0.001639823,0.9697548,0.02699867],"study_design_scores_gemma":[0.0001943327,0.0001629419,0.001801327,0.001206827,0.00005285279,0.002849485,0.001652172,0.0003707244,0.0003391333,0.01255552,0.9786921,0.0001225456],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001965133,0.002061679,0.00006381892,0.98245,0.01453683,0.00000374776,0.00002939027,0.00001316881,0.0006448713],"genre_scores_gemma":[0.004848119,0.003538204,0.000241844,0.9356682,0.05321984,0.00003044981,0.00002831031,0.00002615899,0.002398826],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02654069,"threshold_uncertainty_score":0.03268063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03121556844334714,"score_gpt":0.3717638490247131,"score_spread":0.3405482805813659,"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."}}