{"id":"W4400511906","doi":"10.21203/rs.3.rs-4534997/v1","title":"Quantitative Natural Language Processing Markers of Psychoactive Drug Effects: A Pre-Registered Systematic Review","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Psychedelics and Drug Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Western University","funders":"Fonds de Recherche du Québec - Santé; Canada First Research Excellence Fund; McGill University","keywords":"Drug; Medicine; Pharmacology; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01738286,0.001405544,0.007486764,0.006652721,0.0005981771,0.003410344,0.001321333,0.00200875,0.009273383],"category_scores_gemma":[0.08223622,0.0009547572,0.01121105,0.005292681,0.001224337,0.002063828,0.002080317,0.001535822,0.0008010383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002219834,"about_ca_system_score_gemma":0.01170483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005526659,"about_ca_topic_score_gemma":0.02325262,"domain_scores_codex":[0.9838287,0.006530006,0.005874288,0.001406342,0.001965425,0.0003953524],"domain_scores_gemma":[0.931216,0.05123233,0.0108387,0.002326255,0.003869765,0.0005168541],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001268241,0.000049102,0.002734361,0.9119818,0.05018746,0.0001167686,0.0002587623,0.00007552759,0.0003813761,0.0002502434,0.00206927,0.03062706],"study_design_scores_gemma":[0.003881468,0.0009638582,0.02927459,0.4741654,0.4652825,0.0003870743,0.0005708504,0.0001351043,0.000434188,0.001093425,0.02367213,0.0001394209],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007693649,0.9801064,0.001136654,0.0006783318,0.0004183519,0.003570011,0.00555029,0.00004957226,0.0007967497],"genre_scores_gemma":[0.1833547,0.7903911,0.006526583,0.003060705,0.0004330661,0.01053363,0.004540327,0.00007787168,0.001082062],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9826171,"threshold_uncertainty_score":0.09193045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07226430255138933,"score_gpt":0.5072154758127752,"score_spread":0.4349511732613858,"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."}}