{"id":"W4397000586","doi":"10.1371/journal.pone.0303282","title":"Predictors associated with successful weaning of veno-venous extracorporeal membrane oxygenation and mortality in adult patients with severe acute lung failure: Protocol of a pooled data analysis of cohort studies","year":2024,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Science and Technology Program of Zhejiang Province; Medical Science and Technology Project of Zhejiang Province","keywords":"Medicine; Extracorporeal membrane oxygenation; Intensive care medicine; Emergency medicine; Cohort study; Weaning; 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":[0.125822,0.005657277,0.01801102,0.008500115,0.002858353,0.005637863,0.00464602,0.006082781,0.013348],"category_scores_gemma":[0.15577,0.003265111,0.04501168,0.007819314,0.002888121,0.002926689,0.005400898,0.004135592,0.002174543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00838169,"about_ca_system_score_gemma":0.02760363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00386234,"about_ca_topic_score_gemma":0.005032681,"domain_scores_codex":[0.9188174,0.04088655,0.02748271,0.005134021,0.005744046,0.001935354],"domain_scores_gemma":[0.9290164,0.02376753,0.01541789,0.01026504,0.01925146,0.002281734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.1584089,0.002745721,0.0167562,0.5595241,0.1634133,0.0009927604,0.003367628,0.008403826,0.003658211,0.00697115,0.01770655,0.0580517],"study_design_scores_gemma":[0.2167684,0.02164664,0.05674466,0.212279,0.3293898,0.0009686289,0.002859182,0.01093937,0.005400239,0.01351764,0.1283454,0.001141113],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00330815,0.003425193,0.005124862,0.0003146884,0.0002842495,0.9824398,0.004509731,0.00008155918,0.0005118847],"genre_scores_gemma":[0.003440175,0.0007155698,0.006684602,0.0001063497,0.00002881335,0.9876772,0.00123046,0.000007997585,0.0001088195],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.125822,"threshold_uncertainty_score":0.6654181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02303517654627201,"score_gpt":0.2512677076925137,"score_spread":0.2282325311462417,"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."}}