{"id":"W4391196639","doi":"10.58837/chula.cmj.60.2.3","title":"Multi-detector computed tomography evaluation ofsuspected acute blunt cervical spine traumain adult patients at King ChulalongkornMemorial Hospital","year":2016,"lang":"en","type":"article","venue":"Chulalongkorn Medical Journal","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computed tomography; Medicine; Cervical spine; Blunt trauma; Blunt; Radiology; Nuclear medicine; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002778168,0.0002560506,0.0003306057,0.001062664,0.000655777,0.0005975757,0.0003899323,0.0005681739,0.002617198],"category_scores_gemma":[0.001099239,0.0004233632,0.0002578534,0.000828591,0.0003990348,0.0004770572,0.0005805206,0.0004261577,0.0003007213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001655481,"about_ca_system_score_gemma":0.001281125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02431688,"about_ca_topic_score_gemma":0.04880377,"domain_scores_codex":[0.9994491,0.00007031062,0.0001025436,0.00008493382,0.0001177352,0.0001753855],"domain_scores_gemma":[0.9989967,0.0001159725,0.0005283955,0.00002916303,0.0001411465,0.0001886613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002256101,0.00002127894,0.9983267,0.00001831124,0.000005839668,0.0006814939,0.0000996332,0.00001525896,0.0001431336,0.000004782881,0.0001248759,0.0005362528],"study_design_scores_gemma":[0.000002740316,0.00004490617,0.9977115,0.00001720578,0.000007569979,0.001595317,0.0003234324,0.00005750674,0.00006039358,0.000003777606,0.000171742,0.000003964572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986001,0.0004032737,0.00002660718,0.00007909873,0.000005731849,0.00002331583,0.0002318588,0.000002564454,0.0006274689],"genre_scores_gemma":[0.9990591,0.0002801847,0.00006218633,0.00009450677,0.0000154956,0.00001543758,0.0002600713,9.842877e-7,0.0002120465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02431688,"threshold_uncertainty_score":0.04835069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007189731640424349,"score_gpt":0.2348678653060869,"score_spread":0.2276781336656626,"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."}}