{"id":"W2802283329","doi":"10.2196/jopm.9877","title":"A Decision Aid to Support Shared Decision Making About Mechanical Ventilation in Severe Chronic Obstructive Pulmonary Disease Patients (InformedTogether): Feasibility Study","year":2018,"lang":"en","type":"article","venue":"Journal of Participatory Medicine","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging","keywords":"Pulmonary disease; Medicine; Mechanical ventilation; Intensive care medicine; Respiratory failure; Intubation; Clinical decision making; Disease; Endotracheal intubation; Internal medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002720388,0.0002799477,0.0007115931,0.0005559634,0.0005380048,0.000009993531,0.000666072,0.0001832881,0.001140851],"category_scores_gemma":[0.007623853,0.0002204261,0.0001056859,0.0007001559,0.0001375066,0.0005659692,0.0004097025,0.001026971,0.0001313683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002266374,"about_ca_system_score_gemma":0.001103255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005755654,"about_ca_topic_score_gemma":0.0007940794,"domain_scores_codex":[0.9930305,0.001366174,0.003047887,0.0004111366,0.001470082,0.0006741962],"domain_scores_gemma":[0.9936466,0.001462977,0.001328338,0.001010242,0.001750164,0.000801636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006553988,0.0007113894,0.9499546,0.000143158,0.00002283955,0.00004174585,0.02051202,0.00007241714,0.00003710583,0.0000166971,0.0009121598,0.02102191],"study_design_scores_gemma":[0.005035128,0.003522114,0.9769984,0.003606276,0.0000866949,0.000005034986,0.007335078,0.0009208752,0.000005332749,0.001462942,0.0008378489,0.0001842689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928993,0.0003617185,0.001012384,0.0003626861,0.002624021,0.002592537,0.00002494395,0.00002829747,0.00009409749],"genre_scores_gemma":[0.9967487,0.00001415701,0.001585279,0.000726151,0.0006998635,0.0001570677,0.00001390066,0.00003847489,0.00001637148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02704383,"threshold_uncertainty_score":0.9997723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2757713509324086,"score_gpt":0.5040845151860605,"score_spread":0.2283131642536518,"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."}}