{"id":"W6940361996","doi":"10.6084/m9.figshare.c.7615517.v1","title":"Ventilation distribution during spontaneous breathing trials predicts liberation from mechanical ventilation: the VISION study","year":2025,"lang":"en","type":"other","venue":"Figshare","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto; McMaster University","funders":"","keywords":"Liberation; Ventilation (architecture); Mechanical ventilation; Cohort; Dorsum; Electrical impedance tomography; Breathing; Mean difference","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":[0.001734142,0.0004113704,0.0004163437,0.0005993813,0.0002148916,0.001037232,0.0006202434,0.0007435091,0.001597784],"category_scores_gemma":[0.006599656,0.0001888349,0.0006205572,0.0003384341,0.0005312592,0.0008433278,0.0007218596,0.0005724675,0.0003450678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002293005,"about_ca_system_score_gemma":0.0002410739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008633742,"about_ca_topic_score_gemma":0.0006755978,"domain_scores_codex":[0.9994065,0.0001986173,0.00006164925,0.0001686248,0.00007518503,0.00008955579],"domain_scores_gemma":[0.9945086,0.002158466,0.001725818,0.0004321997,0.0003578948,0.0008170206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001380907,0.0001156395,0.9949127,0.00001584781,0.000113398,0.0000603205,0.00003824895,0.0001156045,0.0005641508,0.00002629175,0.00008131523,0.002575488],"study_design_scores_gemma":[0.00005258322,0.001255366,0.9957317,0.0000104515,0.00009068184,0.0003812411,0.0001079075,0.001840653,0.0002855452,0.00007662189,0.0001572425,0.00000995578],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993336,0.0001589259,0.0001531499,0.00002139346,0.000005956304,0.000009070706,0.00008688073,0.000003208356,0.000227729],"genre_scores_gemma":[0.9997237,0.00002019829,0.00006695913,0.00000992952,0.000009569821,0.000004847151,0.0001109232,0.00000211004,0.00005176501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001734142,"threshold_uncertainty_score":0.009171128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0400847374872399,"score_gpt":0.3191057969914801,"score_spread":0.2790210595042402,"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."}}