{"id":"W3158688946","doi":"10.1164/ajrccm-conference.2021.203.1_meetingabstracts.a2765","title":"Early Prediction of Mechanical Ventilation-Free Survival in Patients Admitted with Traumatic Spinal Cord Injury: A Registry-Based Observational Study","year":2021,"lang":"en","type":"article","venue":"","topic":"Spinal Cord Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Observational study; Medicine; Spinal cord injury; Mechanical ventilation; Ventilation (architecture); Spinal cord; Emergency medicine; Anesthesia; Internal medicine; Engineering","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":[0.00147507,0.000537416,0.0009157787,0.0009883676,0.0007725707,0.001553481,0.001016939,0.001244804,0.001490327],"category_scores_gemma":[0.005042344,0.0006610876,0.00151135,0.002130427,0.0005197035,0.001728148,0.001163025,0.001656434,0.0003188842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005233595,"about_ca_system_score_gemma":0.0009641447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005075993,"about_ca_topic_score_gemma":0.005790883,"domain_scores_codex":[0.9986332,0.0004041664,0.0001920694,0.0003473988,0.000158902,0.0002642343],"domain_scores_gemma":[0.9955736,0.0008559407,0.002094739,0.0005257482,0.0003203035,0.0006295996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002406765,0.00008927565,0.9989823,0.000007904615,0.0001149804,0.00006289592,0.00003671533,0.00004058303,0.00007221197,0.0000197894,0.00006795439,0.0002647366],"study_design_scores_gemma":[0.00003325788,0.0002108659,0.9984195,0.00001118731,0.00009921661,0.0002551969,0.0003072839,0.0004758021,0.00003631496,0.0000484904,0.00009238088,0.00001045444],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990489,0.0001600424,0.00008384888,0.00004381143,0.00001047117,0.000008383755,0.0004395544,0.000002623409,0.0002023785],"genre_scores_gemma":[0.999012,0.0001182745,0.0000751621,0.00002735979,0.00001852207,0.00001137736,0.000670755,0.000002015983,0.0000645184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005075993,"threshold_uncertainty_score":0.01009291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1373300889931596,"score_gpt":0.3834258232942105,"score_spread":0.2460957343010509,"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."}}