{"id":"W2789442881","doi":"10.12669/pjms.341.13735","title":"Radiolological predictors of recurrence of chronic subdural hematoma","year":2018,"lang":"en","type":"article","venue":"Pakistan Journal of Medical Sciences","topic":"Neurosurgical Procedures and Complications","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Medicine; Chronic subdural hematoma; Radiological weapon; Hematoma; Surgery; Midline shift; Retrospective cohort study; Radiology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001513596,0.00008006669,0.0003809588,0.00009053337,0.00007505551,0.000007757279,0.0005350591,0.00007671671,0.0007865966],"category_scores_gemma":[0.001004751,0.00004535941,0.0001351432,0.0004895615,0.002808672,0.00006549686,0.00005518496,0.0002464468,0.000003014898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002757945,"about_ca_system_score_gemma":0.0006843164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005252917,"about_ca_topic_score_gemma":0.000002686274,"domain_scores_codex":[0.9973626,0.00007304329,0.0007665289,0.0001429003,0.001457432,0.0001975627],"domain_scores_gemma":[0.998539,0.000277113,0.0004701766,0.0001181162,0.000245124,0.0003504825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00239612,0.006095313,0.5488958,0.001853778,0.0005177287,0.0009950019,0.002325603,0.00002579114,0.06954792,0.217915,0.02748292,0.121949],"study_design_scores_gemma":[0.0127732,0.09805616,0.6556875,0.009701859,0.0006662341,0.02877918,0.002204986,0.007846173,0.09195843,0.03211204,0.05920732,0.001006942],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905612,0.001482076,0.001115277,0.005052726,0.0003397104,0.00007627043,0.00000289701,0.000006814931,0.001363058],"genre_scores_gemma":[0.9987981,0.0002894878,0.0003535417,0.0001059038,0.0004276012,8.595214e-7,2.630262e-7,0.000002558631,0.00002169642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.185803,"threshold_uncertainty_score":0.9999051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04811795035069768,"score_gpt":0.3793303645633546,"score_spread":0.3312124142126569,"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."}}