{"id":"W4285087819","doi":"10.31234/osf.io/ydu3h","title":"Pattern Breaking: A Complex Systems Approach to Psychedelic Medicine","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Psychedelics and Drug Studies","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Psychology; Perspective (graphical); Set (abstract data type); Psychotherapist; Cognitive psychology; Computer science; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008983336,0.0007001552,0.001267684,0.0004682794,0.0002685735,0.000077561,0.001294012,0.0003290069,0.006646977],"category_scores_gemma":[0.00002851419,0.0005846492,0.0001932768,0.0003933353,0.0001204312,0.00001533044,0.002085723,0.001007386,0.0004818882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001714065,"about_ca_system_score_gemma":0.00004411325,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01201383,"about_ca_topic_score_gemma":0.00007691139,"domain_scores_codex":[0.9955072,0.0003396555,0.000992329,0.001678141,0.000726242,0.0007564203],"domain_scores_gemma":[0.9970623,0.000131368,0.0003608786,0.001995895,0.0001597133,0.0002897965],"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":[0.00006521054,0.0006889185,0.002003185,0.0004241696,0.001078796,0.00002470244,0.01338188,0.001004888,0.00002747295,0.03424095,0.9412621,0.005797762],"study_design_scores_gemma":[0.001772521,0.0004141711,0.0247929,0.0002140304,0.0002159055,0.0001156275,0.02617647,0.002604796,2.761361e-7,0.001198306,0.9409224,0.001572595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005270955,0.002586766,0.04343511,0.006568449,0.01024636,0.001828447,0.000186297,0.0004368699,0.9294407],"genre_scores_gemma":[0.966357,0.00004878314,0.0005267708,0.005476484,0.001869573,0.002916971,0.0004704777,0.0001414529,0.02219251],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.961086,"threshold_uncertainty_score":0.9996605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2209278537047445,"score_gpt":0.419170577024771,"score_spread":0.1982427233200265,"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."}}