{"id":"W4390237365","doi":"10.1080/20479700.2023.2295111","title":"Invasive mechanical ventilation duration prediction using survival analysis","year":2023,"lang":"en","type":"article","venue":"International Journal of Healthcare Management","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"The King's University; Western University; University of Windsor","funders":"","keywords":"Medicine; Mechanical ventilation; Ventilation (architecture); Emergency medicine; Intensive care; Survival analysis; Intensive care medicine; Anesthesia; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008007919,0.00009211635,0.0002355379,0.001171596,0.00005448576,0.00003457913,0.0001278796,0.00005981695,0.00009661435],"category_scores_gemma":[0.00005507176,0.00008420693,0.0002333875,0.0006355935,0.00001027497,0.000188675,0.00005631962,0.000137704,0.00001948004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000306866,"about_ca_system_score_gemma":0.0001137482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002637329,"about_ca_topic_score_gemma":0.00003311925,"domain_scores_codex":[0.9979196,0.00006504286,0.0007037516,0.0001480821,0.001019851,0.0001436378],"domain_scores_gemma":[0.9986314,0.00002781427,0.0004298367,0.000119434,0.0006684895,0.0001230811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008469884,0.00151814,0.4972549,0.001393896,0.04104754,0.01482841,0.002465761,0.02148538,0.07448781,0.08704908,0.006963299,0.2430359],"study_design_scores_gemma":[0.008447986,0.002391425,0.854458,0.001220386,0.006565985,0.0006633752,0.006841688,0.05274606,0.01944904,0.008649045,0.03797928,0.0005876733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9444051,0.00005926421,0.04501952,0.005914067,0.003816349,0.0003557313,0.00002081695,0.00006117975,0.0003479639],"genre_scores_gemma":[0.9967633,0.0002094898,0.001928643,0.0003414849,0.0004109035,0.000004256021,0.0001207519,0.00001201664,0.0002091034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3572032,"threshold_uncertainty_score":0.3433859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06410250194921031,"score_gpt":0.3713334352474274,"score_spread":0.3072309332982171,"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."}}