{"id":"W4392520195","doi":"10.1002/epi4.12925","title":"Surveying neurologist perspectives and knowledge of epilepsy surgery to identify barriers to surgery referral","year":2024,"lang":"en","type":"article","venue":"Epilepsia Open","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Referral; Epilepsy surgery; Epilepsy; Medicine; General surgery; Medical emergency; Family medicine; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002588183,0.000296121,0.0009362255,0.0007302488,0.0001647748,0.0002761581,0.0002715764,0.0001066902,0.0007489828],"category_scores_gemma":[0.003425468,0.0002473353,0.0002403413,0.001011499,0.0001731358,0.0002927468,0.000617743,0.0003205648,0.0003084673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001584127,"about_ca_system_score_gemma":0.001016094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001040786,"about_ca_topic_score_gemma":0.0002883407,"domain_scores_codex":[0.9971727,0.0004343395,0.0005561252,0.0008722619,0.0003287584,0.0006358385],"domain_scores_gemma":[0.9958351,0.002017707,0.00005584256,0.0005867099,0.0002131713,0.001291531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001376557,0.0002570105,0.8545623,0.0004526434,0.0004363782,0.0007866685,0.004325856,0.000003288138,0.001695334,0.0006777387,0.1188081,0.01661805],"study_design_scores_gemma":[0.0003934295,0.000607186,0.9730914,0.000707037,0.00009249556,0.0001020041,0.001930971,0.00003917861,0.001106748,0.0001185283,0.02151072,0.0003003285],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813689,0.003220632,0.00005189461,0.007216029,0.0005029366,0.001419831,0.00009033758,0.0001025997,0.006026831],"genre_scores_gemma":[0.9961345,0.0004922832,0.0002883965,0.0003792649,0.0001767272,0.0002117879,0.00004586348,0.00006384839,0.00220728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.118529,"threshold_uncertainty_score":0.9999979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09257246362952307,"score_gpt":0.4142555872920825,"score_spread":0.3216831236625594,"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."}}