{"id":"W3027709478","doi":"10.1016/j.aap.2020.105580","title":"Development and validation of a model predicting post-traumatic headache six months after a motor vehicle collision in adults","year":2020,"lang":"en","type":"article","venue":"Accident Analysis & Prevention","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ontario Institute of Technology; Public Health Ontario; University of Toronto; Canadian Memorial Chiropractic College; Centre for Disability Prevention and Rehabilitation","funders":"Canadian Institutes of Health Research","keywords":"Motor vehicle crash; Collision; Injury prevention; Poison control; Occupational safety and health; Human factors and ergonomics; Suicide prevention; Physical medicine and rehabilitation; Engineering; Vehicle safety; Psychology; Medicine; Medical emergency; Automotive engineering; Simulation; Computer science; Computer security","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002318908,0.0001288948,0.0003794167,0.000239087,0.00004482794,0.00001068863,0.0000453315,0.00005805655,0.0000413221],"category_scores_gemma":[0.0001349137,0.0001182014,0.0001720194,0.0006229762,0.00001368212,0.0001856751,0.00005655683,0.00008227672,0.000003016017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006082676,"about_ca_system_score_gemma":0.00004448855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002240281,"about_ca_topic_score_gemma":0.003735502,"domain_scores_codex":[0.9985853,0.00004823085,0.0006203174,0.0002778,0.000327864,0.0001404598],"domain_scores_gemma":[0.9994661,0.00002449215,0.0001650671,0.0001199037,0.0001466894,0.00007772854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006584206,0.0001731116,0.9657566,0.0001129242,0.0006646214,0.000005293657,0.01839468,0.001853328,0.003161288,0.000004297192,0.00001315213,0.009202314],"study_design_scores_gemma":[0.0009973092,0.0001708752,0.9013705,0.0003183587,0.001172922,5.670441e-7,0.002980133,0.08936442,0.003493995,0.0000176554,0.000006095019,0.0001071881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970402,0.000562105,0.001495869,0.0003483849,0.00001457506,0.0004399767,8.933603e-7,0.00002458531,0.00007339546],"genre_scores_gemma":[0.9968849,0.00009785225,0.002737353,0.00004831047,0.00002196416,0.00007920472,0.0000711762,0.000009797749,0.00004939469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08751109,"threshold_uncertainty_score":0.4820115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02642503378818921,"score_gpt":0.2917315571001208,"score_spread":0.2653065233119316,"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."}}