{"id":"W4413969371","doi":"10.3389/fnsys.2025.1585367","title":"Neurobiology of psilocybin: a comprehensive overview and comparative analysis of experimental models","year":2025,"lang":"en","type":"article","venue":"Frontiers in Systems Neuroscience","topic":"Psychedelics and Drug Studies","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia; Acadia University","funders":"Research Nova Scotia","keywords":"Psilocybin; Neuroscience; Cognitive science; Computer science; Psychology; Hallucinogen; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001362891,0.0001305304,0.0007837759,0.0005765939,0.00004568483,0.000008633328,0.0002370244,0.00005018848,0.000001542364],"category_scores_gemma":[0.000008946047,0.0001186016,0.0000747183,0.001472458,0.0005432101,0.00005793211,0.0001127249,0.00007557461,2.101879e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001807723,"about_ca_system_score_gemma":0.00001893885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002815246,"about_ca_topic_score_gemma":0.000008936436,"domain_scores_codex":[0.9985788,0.0002454014,0.0004564378,0.000426778,0.0001091155,0.0001834023],"domain_scores_gemma":[0.9993225,0.00008885819,0.0002057104,0.0002878134,0.000065918,0.00002913902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005861464,0.0015005,0.4804581,0.0004271059,0.001461822,0.00002076885,0.02499725,0.03084515,0.07278275,0.3662707,0.02024495,0.0004047418],"study_design_scores_gemma":[0.002898327,0.0007978808,0.7359006,0.0003132045,0.0005361622,0.000009135329,0.04482469,0.2063838,0.002898096,0.0009017643,0.003915937,0.0006203883],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.957207,0.02574285,0.004033367,0.00004143472,0.003282494,0.0003581101,0.00005340569,0.00001080298,0.009270524],"genre_scores_gemma":[0.9993969,0.0001463294,0.0001033044,0.0001328311,0.000003915852,0.0000339218,0.000001176363,0.000002267187,0.0001794159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3653689,"threshold_uncertainty_score":0.4836431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1316459934828702,"score_gpt":0.3896298073252606,"score_spread":0.2579838138423903,"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."}}