{"id":"W2314117063","doi":"10.5692/clinicalneurol.52.1080","title":"Physicians' emotional barriers toward epilepsy surgery","year":2012,"lang":"en","type":"article","venue":"Rinsho Shinkeigaku","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Movement Disorders","funders":"","keywords":"Epilepsy; Epilepsy surgery; Referral; Medicine; Intractable epilepsy; Intensive care medicine; Psychiatry; General surgery; Family medicine","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004135093,0.0002245834,0.0004121322,0.0001564507,0.0001395445,0.00002648961,0.00009166831,0.0001065827,0.001718693],"category_scores_gemma":[0.000285846,0.0001860698,0.0003231619,0.0002608928,0.0001233168,0.0002734444,0.00005610442,0.0002972544,0.001112925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001909646,"about_ca_system_score_gemma":0.000232053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003455541,"about_ca_topic_score_gemma":0.000004170396,"domain_scores_codex":[0.9979147,0.0000853381,0.0002656544,0.0002746195,0.0006248016,0.000834864],"domain_scores_gemma":[0.9983244,0.0002316651,0.0000602855,0.0003926336,0.00008929426,0.0009017441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001416439,0.0004349758,0.958443,0.00008172985,0.0002249841,0.00008237121,0.0003545653,9.073195e-7,0.0002973495,0.001519058,0.02159907,0.01682037],"study_design_scores_gemma":[0.0008976823,0.0001531041,0.9619192,0.0001300307,0.00008812828,0.00009221939,0.0002500507,0.00002965073,0.002574299,0.0002291972,0.03341616,0.0002202419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9645498,0.001117792,0.0001046499,0.00291141,0.0005605654,0.0003982598,0.00005599038,0.0001741939,0.03012734],"genre_scores_gemma":[0.9938616,0.0001888914,0.0005448293,0.0009590685,0.001158226,0.00005874144,0.0001794277,0.0000411453,0.003008104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02931176,"threshold_uncertainty_score":0.9996648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04288781485471822,"score_gpt":0.3054574791012555,"score_spread":0.2625696642465373,"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."}}