{"id":"W1984505770","doi":"10.1111/epi.12191","title":"Pharmacoresistant epilepsy: Unmet needs in solving the puzzle(s)","year":2013,"lang":"en","type":"review","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Epilepsy; Psychology; Medicine; Clinical neurology; Neuroscience; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001002885,0.0008741524,0.002799804,0.0008867524,0.0002321976,0.0001350255,0.0006673353,0.0004212229,0.002425064],"category_scores_gemma":[0.0002907635,0.0004837889,0.001038331,0.001579757,0.0002445085,0.0001358564,0.0002837707,0.00186569,0.003135953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006985264,"about_ca_system_score_gemma":0.0007762563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001975023,"about_ca_topic_score_gemma":0.00002901003,"domain_scores_codex":[0.9953146,0.0006214962,0.001244315,0.0007124817,0.0008655393,0.001241561],"domain_scores_gemma":[0.9967078,0.0009300138,0.0003764877,0.001330246,0.0001129481,0.0005424902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005999996,0.000453245,0.001921722,0.009177865,0.0008091812,0.0008245503,0.0001489307,2.8264e-7,0.000003332703,0.0008321945,0.03377338,0.9519953],"study_design_scores_gemma":[0.001141603,0.0002147267,0.0007446433,0.01074698,0.001190936,0.0002183022,0.00008422813,0.00002461426,0.000006324829,0.00008338956,0.9851082,0.0004360525],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000147232,0.9812589,0.0000109355,0.0007907106,0.0003883031,0.004240901,0.00006850516,0.0001088015,0.01298573],"genre_scores_gemma":[0.0007554884,0.9892666,0.0002289074,0.0002266466,0.0006717699,0.001806292,0.0002853261,0.0001727283,0.006586275],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9515592,"threshold_uncertainty_score":0.9997614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07860116927924685,"score_gpt":0.3875461928203143,"score_spread":0.3089450235410675,"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."}}