{"id":"W4205835426","doi":"10.1002/9781444303674.ch30","title":"Neck Injuries","year":2008,"lang":"en","type":"other","venue":"","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Western University","funders":"","keywords":"Medicine; Computer science; Medical physics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000007547436,0.0001071517,0.0001898018,0.0001606128,0.000009331266,0.000005267773,0.00003810754,0.0001066934,0.03219377],"category_scores_gemma":[0.000008126338,0.00008092377,0.00006023482,0.00005794897,0.00003219664,0.000008985943,0.0000217682,0.00005827354,0.002234177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006985928,"about_ca_system_score_gemma":0.00001341808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001931212,"about_ca_topic_score_gemma":0.0000608537,"domain_scores_codex":[0.9995987,0.000002411776,0.00006298172,0.0001286807,0.0001122268,0.00009492921],"domain_scores_gemma":[0.999715,0.000005549885,0.00002555248,0.0002039689,0.000005197841,0.00004473297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005358668,0.00004345081,0.005307517,0.00007256489,0.00006701588,0.0000314242,0.000008092075,2.158349e-9,2.077846e-7,0.001435979,0.990305,0.002723353],"study_design_scores_gemma":[0.000348466,0.00004750987,0.005725113,0.0001114927,0.00006353566,0.000002453056,0.000008415169,2.068826e-7,0.00001493558,0.00001456621,0.9935759,0.00008739622],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007479607,0.000786007,0.00001222719,0.0005598422,0.0001460996,0.00019924,0.000002839755,0.000440015,0.997779],"genre_scores_gemma":[0.0004252205,0.001450464,0.001243373,0.001115729,0.0004067916,0.00001293263,0.00003721934,0.0001969081,0.9951113],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02995959,"threshold_uncertainty_score":0.9985427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0189885926990438,"score_gpt":0.2667697965440446,"score_spread":0.2477812038450008,"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."}}