{"id":"W4392001181","doi":"10.20944/preprints202402.1175.v1","title":"Abnormal Static Sagittal Cervical Curvatures Following Motor Vehicle Collisions: A Retrospective Case Series of 41 Patients before and after Collision with Clinical Implications","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Spinal Fractures and Fixation Techniques","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Collision; Series (stratigraphy); Sagittal plane; Motor vehicle crash; Retrospective cohort study; Medicine; Physical medicine and rehabilitation; Physics; Geology; Computer science; Surgery; Poison control; Injury prevention; Radiology; Medical emergency; Computer security","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":[0.0004505996,0.0006304537,0.0008159536,0.00223351,0.00157887,0.0008893463,0.0006792051,0.001382881,0.00240643],"category_scores_gemma":[0.002624617,0.001028005,0.0005557887,0.001619471,0.001092617,0.0008996075,0.001030444,0.0005988942,0.0006027711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007013889,"about_ca_system_score_gemma":0.0009373011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00401782,"about_ca_topic_score_gemma":0.00505086,"domain_scores_codex":[0.9990182,0.0001076159,0.0001652445,0.0002574923,0.0002140641,0.0002374081],"domain_scores_gemma":[0.9982046,0.0003425333,0.0007688625,0.000174207,0.0001730821,0.0003367061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005196906,0.00005475798,0.9688067,0.00002172233,0.00001716789,0.0292932,0.0003638498,0.0000299559,0.0002237353,0.00001361711,0.00007663868,0.001046679],"study_design_scores_gemma":[0.00001221762,0.0005868825,0.8069279,0.00003238007,0.0000447634,0.1893449,0.002003571,0.0001215575,0.0002492343,0.0000370515,0.0006175591,0.00002198729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998976,0.0003689664,0.00007474466,0.00002562049,0.000005690708,0.000029308,0.00007910624,0.000003978928,0.0004365445],"genre_scores_gemma":[0.9993537,0.0002248057,0.00008043129,0.00003466615,0.00001861137,0.00001245614,0.0001521523,0.000002477037,0.0001207973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00401782,"threshold_uncertainty_score":0.008050263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0441092140159239,"score_gpt":0.3733481503692975,"score_spread":0.3292389363533736,"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."}}