{"id":"W4384282332","doi":"10.21203/rs.3.rs-3147429/v1","title":"Identification of Clinically Relevant Patient Endotypes in Traumatic Brain Injury Using Latent Class Analysis","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"University of Toronto","keywords":"Medicine; Endotype; Comorbidity; Intensive care medicine; Traumatic brain injury; Latent class model; Internal medicine; Emergency medicine; Psychiatry; Disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.007415663,0.0005500343,0.0006196357,0.002809466,0.0005505282,0.001453249,0.0004373094,0.0005537057,0.002594025],"category_scores_gemma":[0.01629463,0.0001611996,0.001598229,0.002175108,0.0004477845,0.0006674433,0.001299745,0.001049687,0.0002976799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005680486,"about_ca_system_score_gemma":0.0008506561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005068833,"about_ca_topic_score_gemma":0.004113733,"domain_scores_codex":[0.9961799,0.002454721,0.000287678,0.0004957209,0.0002585165,0.0003234808],"domain_scores_gemma":[0.9843615,0.009579958,0.00334004,0.001513726,0.0006620425,0.0005427581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003800987,0.0001157672,0.9870724,0.00001925567,0.0002296216,0.00004435962,0.00009445947,0.002899617,0.0003087725,0.0002989773,0.0004385812,0.008098141],"study_design_scores_gemma":[0.00004703711,0.0002289259,0.876424,0.00004279405,0.0001640129,0.0001804303,0.0005568769,0.1168555,0.0005342188,0.004301663,0.000621415,0.00004317924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9738163,0.0001781747,0.02229635,0.0003063496,0.0000297668,0.00009170369,0.002751287,0.00007058207,0.0004594907],"genre_scores_gemma":[0.9948819,0.00003060723,0.003426144,0.00002084232,0.00001632703,0.00004167401,0.001464293,0.0000087955,0.0001094707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007415663,"threshold_uncertainty_score":0.03921825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1784616537216709,"score_gpt":0.4545608922170752,"score_spread":0.2760992384954044,"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."}}