{"id":"W3214263715","doi":"10.1111/epi.17122","title":"Referral practices for epilepsy surgery in pediatric patients: A North American Study","year":2021,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario","funders":"","keywords":"Medicine; Referral; Epilepsy; Family medicine; Epilepsy surgery; Neurology; Logistic regression; Intervention (counseling); Pediatrics; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006689901,0.0001746625,0.0002331672,0.0006816279,0.0005701432,0.0005356118,0.0003812801,0.0004426124,0.001877767],"category_scores_gemma":[0.002633347,0.000283174,0.0002336559,0.001568137,0.0004077763,0.0007403045,0.0005004685,0.0005971913,0.0003172359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006559451,"about_ca_system_score_gemma":0.0008873546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01812325,"about_ca_topic_score_gemma":0.02763756,"domain_scores_codex":[0.9993159,0.000208282,0.00008272191,0.00009760008,0.0001779354,0.0001176137],"domain_scores_gemma":[0.9972315,0.0004764001,0.001561436,0.00009601811,0.0002671097,0.0003674742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001112998,0.00005341013,0.9983936,0.000007751947,0.000007373281,0.0000891176,0.0004867133,0.000009541643,0.00003852756,0.00001009989,0.000179143,0.0007136842],"study_design_scores_gemma":[0.000004666536,0.00006576307,0.9969935,0.00001846957,0.00000714312,0.000481867,0.002099726,0.00006163081,0.00001825955,0.00000708762,0.0002393725,0.000002403518],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991418,0.0001027036,0.00002397857,0.000107382,0.000002519319,0.000008659496,0.0001487539,0.000001577365,0.0004625651],"genre_scores_gemma":[0.9993414,0.0002362542,0.0000651278,0.0001220073,0.000007294242,0.00001849015,0.0001403166,0.000001705306,0.00006728483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01812325,"threshold_uncertainty_score":0.03603548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05974923200525499,"score_gpt":0.3607179117775315,"score_spread":0.3009686797722765,"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."}}