{"id":"W4409718193","doi":"10.1101/2025.04.16.649217","title":"Speech markers of psychedelic-induced psychological change","year":2025,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Psychedelics and Drug Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Acadia University","funders":"","keywords":"Psychology; Cognitive psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005032118,0.0001684406,0.0002328362,0.0004324406,0.0001650368,0.0004253679,0.0001266341,0.0002385986,0.00265233],"category_scores_gemma":[0.002422083,0.00007533975,0.0001214336,0.0002490568,0.0002707973,0.0001658612,0.0003243632,0.0002994116,0.0002700646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001688387,"about_ca_system_score_gemma":0.0001012959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004110799,"about_ca_topic_score_gemma":0.0007247433,"domain_scores_codex":[0.9997172,0.0000964366,0.00001702314,0.00004604954,0.00009980871,0.00002351357],"domain_scores_gemma":[0.9986339,0.0006150494,0.0003805695,0.0001085576,0.0001771003,0.00008468863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.009306503,0.0006510476,0.2109995,0.0009184515,0.0002424748,0.0008029664,0.005700065,0.0004744958,0.6316391,0.0005216297,0.0008653491,0.1378784],"study_design_scores_gemma":[0.00002827554,0.001315904,0.9714405,0.00003108471,0.00005302766,0.0003940725,0.0009803848,0.0003974877,0.02418428,0.0001773686,0.0009768044,0.00002078128],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968864,0.0003653654,0.0007829027,0.00004260644,0.00001172783,0.00004241225,0.0005063818,0.0000278943,0.001334237],"genre_scores_gemma":[0.9978325,0.0001800707,0.0006843513,0.00003801094,0.000008961087,0.00004899412,0.0003212314,0.00001085701,0.0008749648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00265233,"threshold_uncertainty_score":0.008872867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07289350729713746,"score_gpt":0.3342864864317828,"score_spread":0.2613929791346453,"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."}}