{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001830579,0.000120451,0.0001602299,0.0008519397,0.000737663,0.0006938802,0.0003375425,0.0004083815,0.00383034],"category_scores_gemma":[0.007476772,0.0001304302,0.0002616764,0.0006911699,0.0002997618,0.0005976204,0.0006929513,0.0004114017,0.0003311804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001152457,"about_ca_system_score_gemma":0.002108021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05338599,"about_ca_topic_score_gemma":0.1193743,"domain_scores_codex":[0.9987909,0.0003709284,0.0001638616,0.00009692926,0.0003377235,0.000239711],"domain_scores_gemma":[0.9938118,0.001515656,0.002718075,0.0000919591,0.0008459052,0.001016499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000310016,0.00007842271,0.9904348,0.00006254002,0.0000207994,0.00009826351,0.003076272,0.00003036627,0.0001735006,0.00001346354,0.0008593715,0.005121209],"study_design_scores_gemma":[0.00001062832,0.000092054,0.9905781,0.00007928909,0.000009393851,0.0001717654,0.008026628,0.000101427,0.00005648192,0.00001034911,0.0008577906,0.000006148992],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964767,0.0001996127,0.0000631177,0.0007441534,0.00001069572,0.00003784724,0.0003824711,0.000004210855,0.002081133],"genre_scores_gemma":[0.9987187,0.0002593106,0.0002124377,0.0002505941,0.00002002747,0.00004582809,0.0002130453,0.00000138031,0.0002786949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05338599,"threshold_uncertainty_score":0.1061504,"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."}}