{"id":"W4413739006","doi":"10.1176/appi.psychotherapy.20250024","title":"The Matryoshka","year":2025,"lang":"en","type":"article","venue":"American Journal of Psychotherapy","topic":"Linguistics and language evolution","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sinai Health System","funders":"","keywords":"Computer science; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.000217753,0.00005274593,0.0001019735,0.00005604816,0.0002035191,0.0001051687,0.0001760944,0.000006021913,0.0002540712],"category_scores_gemma":[0.00001325282,0.00002946855,0.00007956722,0.00004777923,0.0003013174,0.00002715348,0.000001721364,0.00009536978,0.000007003989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000125529,"about_ca_system_score_gemma":0.00004129942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006588897,"about_ca_topic_score_gemma":0.0001285213,"domain_scores_codex":[0.9995191,0.00003859214,0.0002060783,0.00004162924,0.00009870039,0.00009594988],"domain_scores_gemma":[0.9994194,0.00008512178,0.0002126592,0.0001063307,0.0001541222,0.00002240454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001586351,0.00003928777,0.000130094,0.00000181952,0.0001304026,0.000003050042,0.007140737,0.000002042638,0.00005477636,0.7579038,0.04385145,0.1905839],"study_design_scores_gemma":[0.0002201023,0.0001756185,0.0001591442,0.00002002077,0.000009969546,0.000003437443,0.003669252,0.0000107699,0.00001340284,0.0218925,0.9737878,0.00003800859],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2916907,0.02193461,0.01537938,0.03703028,0.02245523,0.0003085411,0.00001781619,0.00007780379,0.6111056],"genre_scores_gemma":[0.9831757,0.001432164,0.0004117719,0.002494815,0.001950357,0.000001555227,2.577669e-7,0.0000107276,0.01052264],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9299363,"threshold_uncertainty_score":0.2781901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007418235603106376,"score_gpt":0.2686974811710781,"score_spread":0.2612792455679717,"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."}}