{"id":"W4410006109","doi":"10.53555/sfs.v10i3.3564","title":"Next-Generation Medicines for Neurological and Neurodegenerative Disorders: From Discovery to Commercialization","year":2023,"lang":"en","type":"article","venue":"Journal of Survey in Fisheries Sciences","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commercialization; Drug discovery; Neuroscience; Medicine; Business; Psychology; Bioinformatics; Biology; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001677649,0.00007193818,0.0002482499,0.0002143367,0.0001119626,0.0002174706,0.0001634162,0.00003585182,0.00002105676],"category_scores_gemma":[0.001194431,0.00006364773,0.0000327783,0.0004017109,0.0001365962,0.0006984279,0.00004215386,0.00006698017,0.000003725303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001339878,"about_ca_system_score_gemma":0.00002358466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000281961,"about_ca_topic_score_gemma":0.001690409,"domain_scores_codex":[0.9991003,0.00005890883,0.0004795136,0.0001790725,0.00003424418,0.0001479442],"domain_scores_gemma":[0.9992228,0.0004277655,0.0002123118,0.00004715995,0.00002687834,0.00006305645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005104752,0.00002482624,0.9838173,0.000003594683,0.00000670473,7.231031e-7,0.0005958445,0.001400422,0.0001645687,0.004573926,0.007805993,0.001555057],"study_design_scores_gemma":[0.0003590538,0.0004720126,0.93915,0.000007602496,0.000002445256,0.000001005818,0.00009587902,0.02220506,0.00004997805,0.02427382,0.01325284,0.0001303274],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773072,0.0002586012,0.0013833,0.01987302,0.0007657637,0.0001050691,0.0001648958,0.000003894724,0.0001382723],"genre_scores_gemma":[0.9962826,0.0009463515,0.0002633863,0.002215687,0.0002462386,0.000006110691,0.00001340404,0.000005159862,0.00002100031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04466731,"threshold_uncertainty_score":0.2595479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4626763968984163,"score_gpt":0.3418901994057735,"score_spread":0.1207861974926428,"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."}}