{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001522026,0.0005703649,0.0007044321,0.001057269,0.0005183358,0.005053897,0.0007073625,0.001942892,0.01413593],"category_scores_gemma":[0.004867888,0.0003402885,0.0007140199,0.001291009,0.001583523,0.006243406,0.001183691,0.004015468,0.00369435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002591374,"about_ca_system_score_gemma":0.002850311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009814154,"about_ca_topic_score_gemma":0.001349972,"domain_scores_codex":[0.9989786,0.0002072142,0.00005244348,0.00008852366,0.0005972439,0.00007606476],"domain_scores_gemma":[0.9976842,0.001666112,0.0001707758,0.00006891142,0.0002574434,0.0001524284],"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":[0.00005031655,0.00005865482,0.0003272386,0.0008594523,0.00003257582,0.0001072532,0.0001974138,0.002558267,0.0003905471,0.3071933,0.5374776,0.1507474],"study_design_scores_gemma":[0.00001233715,0.00005485975,0.0004333099,0.0007835292,0.000008874058,0.0001481809,0.0001207736,0.00119098,0.0001583959,0.09094667,0.9061249,0.00001725629],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005078246,0.4295357,0.02473922,0.2242874,0.03792001,0.0001462641,0.0005290408,0.000372398,0.2773917],"genre_scores_gemma":[0.05734812,0.5420663,0.01665829,0.03787776,0.03425771,0.0002264899,0.0004406104,0.0002778744,0.3108468],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01413593,"threshold_uncertainty_score":0.04728937,"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."}}