{"id":"W4406639910","doi":"10.1016/b978-1-4557-0984-7.00207-6","title":"10.1016/b978-1-4557-0984-7.00207-6","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computed tomographic; Radiology; Computed tomographic angiography; Computed tomography; Medicine; Angiography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":["insufficient_payload"],"category_scores_codex":[0.0001114956,0.0005041552,0.0007035633,0.000417344,0.00006634789,0.00005307777,0.000252354,0.0003566571,0.9989814],"category_scores_gemma":[0.00002613775,0.0004962272,0.0003159092,0.00006706275,0.0000661035,0.00007086719,0.0001138543,0.0003846348,0.998228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001011773,"about_ca_system_score_gemma":0.00005424154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002136517,"about_ca_topic_score_gemma":5.75148e-7,"domain_scores_codex":[0.9981122,0.00001004724,0.0003979122,0.0005883444,0.0004930661,0.0003984364],"domain_scores_gemma":[0.9986328,0.00007585824,0.0001027031,0.0007635423,0.000073336,0.0003516845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00015887,0.00004554834,8.273007e-8,0.00005545072,0.0001586893,0.000113503,0.000006174632,0.000001191556,8.647847e-7,0.0001253904,0.4257981,0.5735361],"study_design_scores_gemma":[0.0007912976,0.0004663725,0.00002280983,0.0004661271,0.000638062,0.0000168532,4.378151e-7,0.00000579608,0.000008269111,0.0001704988,0.9969171,0.0004963204],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001423971,0.0005209143,5.109698e-7,0.0009432726,0.000006973065,0.00083455,0.00005600738,0.0003539702,0.9972824],"genre_scores_gemma":[0.000003791979,0.000007038431,0.0001069765,0.0003312491,0.0007832805,0.00004463213,0.000295956,0.0001637219,0.9982634],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5730398,"threshold_uncertainty_score":0.9997489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01438768431568515,"score_gpt":0.1944359103919678,"score_spread":0.1800482260762827,"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."}}