{"id":"W2754462717","doi":"10.1164/rccm.201708-1629ci","title":"F <scp>ifty</scp> Y <scp>ears of</scp> R <scp>esearch in</scp> ARDS. V <scp>t</scp> Selection in Acute Respiratory Distress Syndrome","year":2017,"lang":"en","type":"review","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"National Heart, Lung, and Blood Institute","keywords":"ARDS; Medicine; Acute respiratory distress; Selection (genetic algorithm); 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":[0.0009361486,0.0005267911,0.0005566016,0.001282506,0.0004724381,0.001492289,0.0006304907,0.00163089,0.1440527],"category_scores_gemma":[0.002964262,0.00009427094,0.0006587116,0.0007229862,0.0006446424,0.0009411321,0.0009340967,0.001337983,0.03696151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009699775,"about_ca_system_score_gemma":0.001406309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002743927,"about_ca_topic_score_gemma":0.003519527,"domain_scores_codex":[0.9993522,0.0001724793,0.00006372217,0.0001178268,0.0001788592,0.0001150068],"domain_scores_gemma":[0.9983012,0.0003403286,0.000325734,0.00006470101,0.0003706772,0.0005973377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003763474,0.0001934232,0.01526428,0.001574944,0.0001212128,0.001082579,0.00007578998,0.0003129163,0.001022717,0.001817416,0.2977828,0.6803756],"study_design_scores_gemma":[0.0002363116,0.0006417994,0.04364364,0.004725836,0.0001266894,0.006971405,0.0004894524,0.001180557,0.001360311,0.004521352,0.9360431,0.00005959403],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.06208096,0.2839668,0.006987248,0.09980723,0.02432357,0.0004386982,0.005227662,0.001349622,0.5158182],"genre_scores_gemma":[0.38548,0.2084645,0.006776484,0.02744849,0.0362566,0.0005028524,0.00596957,0.0005415484,0.32856],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1440527,"threshold_uncertainty_score":0.4819043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05912122880891629,"score_gpt":0.387630817777499,"score_spread":0.3285095889685827,"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."}}