{"id":"W4286717191","doi":"10.3389/fmed.2022.930262","title":"Occurrence and Effects on Weaning From Mechanical Ventilation of Intensive Care Unit Acquired and Diaphragm Weakness: A Pilot Study","year":2022,"lang":"en","type":"article","venue":"Frontiers in Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Weaning; Diaphragm (acoustics); Weakness; Mechanical ventilation; Intensive care unit; Prospective cohort study; Muscle weakness; Intensive care; Surgery; Physical therapy; Anesthesia; Internal medicine; Intensive care 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":[0.0009051283,0.0004329663,0.0004936673,0.0002981889,0.0003180038,0.0002923058,0.0002194826,0.0004173864,0.00149074],"category_scores_gemma":[0.00253362,0.0002181426,0.0005441067,0.000312328,0.0003579272,0.0003234581,0.0004282875,0.000488504,0.0001690672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002193324,"about_ca_system_score_gemma":0.0003713045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007621933,"about_ca_topic_score_gemma":0.001068517,"domain_scores_codex":[0.9993448,0.0003307808,0.00005317287,0.00009559505,0.00007208477,0.000103674],"domain_scores_gemma":[0.9974928,0.001013981,0.0005197048,0.0001780711,0.00009650463,0.0006989066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02426914,0.00854156,0.9427536,0.00009672865,0.0003697737,0.001454929,0.0003269721,0.0001545911,0.005429035,0.0000287353,0.0001443949,0.01643063],"study_design_scores_gemma":[0.0007476982,0.05524663,0.9415968,0.000009621785,0.0001174949,0.0009816604,0.0002020359,0.0003210099,0.0005411269,0.00001709732,0.0002074088,0.0000113001],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997905,0.00007328761,0.00002017725,0.000006427301,0.000002682297,0.00001377242,0.00001935371,8.738107e-7,0.00007279561],"genre_scores_gemma":[0.9996742,0.00005319502,0.00007982404,0.00002394712,0.00002039783,0.00002167239,0.00006493221,6.886283e-7,0.00006116575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00149074,"threshold_uncertainty_score":0.004987001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03126613090148483,"score_gpt":0.2927235561182356,"score_spread":0.2614574252167508,"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."}}