{"id":"W6997144924","doi":"","title":"Traumatic Brain Injury in Older Adults: A Descriptive &amp; Etiologic Analysis","year":2016,"lang":"en","type":"dissertation","venue":"Knowledge Commons (Lakehead University)","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Logistic regression; Depression (economics); Incidence (geometry); Traumatic brain injury; Confounding; Poison control; Odds ratio; Injury prevention","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006195303,0.0006711137,0.001693364,0.00621909,0.0002407286,0.0000439931,0.0007965331,0.0009688115,0.001710029],"category_scores_gemma":[0.0007169518,0.000614455,0.0007716281,0.00544146,0.0002842714,0.0002281143,0.0001391902,0.001372597,0.0007337102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001428027,"about_ca_system_score_gemma":0.0008453853,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002577,"about_ca_topic_score_gemma":0.2964681,"domain_scores_codex":[0.9960364,0.0008440641,0.0007282721,0.001034775,0.0004989801,0.0008575434],"domain_scores_gemma":[0.9964175,0.0009227938,0.0003248432,0.001245325,0.0006514838,0.0004380936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0250605,0.01247706,0.4946779,0.01051018,0.01598847,0.001997158,0.1517074,0.000004838451,0.002405073,0.0117199,0.08323409,0.1902175],"study_design_scores_gemma":[0.007046561,0.0006017836,0.9335144,0.006432351,0.00275086,0.00001782767,0.008546569,0.00005192935,0.0001326747,0.0002271483,0.03951239,0.001165515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8330828,0.0005047049,0.0002579129,0.000593529,0.0002746907,0.001489999,0.0001994147,0.0001867909,0.1634101],"genre_scores_gemma":[0.8576307,0.00001350909,0.00009964936,0.000009842456,0.00008273826,0.00003056944,0.001723267,0.00007405151,0.1403356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4388365,"threshold_uncertainty_score":0.9996307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06680441050788757,"score_gpt":0.3311664628992865,"score_spread":0.264362052391399,"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."}}