{"id":"W4256674571","doi":"10.1517/eotp.13.7.979.22985","title":"Epilepsy drug review: patent activity from 1999 to 2002","year":2003,"lang":"en","type":"article","venue":"Expert Opinion on Therapeutic Patents","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's Health Research Institute","funders":"","keywords":"Drug; Epilepsy; Pharmacology; Drug development; Medicine; Business; Psychiatry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000464764,0.0003196055,0.0006048853,0.0001500427,0.0001254775,0.00005819526,0.0003541695,0.00009876434,0.003760712],"category_scores_gemma":[0.00006983469,0.000332518,0.0002200837,0.0002068334,0.00003405911,0.00014839,0.00005319656,0.0002310111,0.008814076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001959817,"about_ca_system_score_gemma":0.00002275695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003936263,"about_ca_topic_score_gemma":0.00000326604,"domain_scores_codex":[0.9979774,0.00009431571,0.0006303774,0.000697777,0.00007326147,0.0005268587],"domain_scores_gemma":[0.9986452,0.00008638442,0.0002529571,0.0006330513,0.00002255426,0.0003598856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00060512,0.004090342,0.02911203,0.0002165053,0.00122878,0.00001686891,0.003172449,0.0001814821,0.002007185,0.2141863,0.5054637,0.2397192],"study_design_scores_gemma":[0.0008186029,0.00008121943,0.005622586,0.0001369274,0.000002249662,0.000001151523,0.00001029907,0.0003391176,0.001496792,0.006565598,0.9844742,0.0004512521],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1344505,0.6245427,0.004326316,0.06019541,0.01998469,0.004579734,0.002359498,0.0004474701,0.1491137],"genre_scores_gemma":[0.7893139,0.1221167,0.0002576524,0.08655911,0.0003685197,0.0002362645,0.00004230193,0.00008661969,0.001018963],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6548633,"threshold_uncertainty_score":0.9999127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1706224520878894,"score_gpt":0.3322660331660597,"score_spread":0.1616435810781704,"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."}}