{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001374209,0.0003977436,0.0002837373,0.001227903,0.004164482,0.003895917,0.0006204829,0.001391717,0.06439591],"category_scores_gemma":[0.003126572,0.0002976271,0.0002854757,0.0005803483,0.003295553,0.002611671,0.004438556,0.00393526,0.0214871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002531767,"about_ca_system_score_gemma":0.004132521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004008069,"about_ca_topic_score_gemma":0.0117536,"domain_scores_codex":[0.9990203,0.0002658942,0.00003240505,0.0002005727,0.0003137849,0.0001669767],"domain_scores_gemma":[0.9987397,0.0001680379,0.00007169631,0.0002323295,0.0003761052,0.0004122495],"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":[0.00005150977,0.00004459866,0.001074677,0.00009360257,0.000007482912,0.0002379057,0.00248532,0.00005890135,0.0007961862,0.4047822,0.428606,0.1617618],"study_design_scores_gemma":[0.000002845249,0.000007128439,0.0005462485,0.00005837579,0.000002102145,0.0001427109,0.0005028772,0.00004425319,0.0001916991,0.009768081,0.988728,0.000005521759],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008199446,0.00668392,0.005039721,0.09910374,0.008559359,0.00007592618,0.0002444379,0.0003250129,0.8717684],"genre_scores_gemma":[0.05081315,0.003501127,0.002840853,0.009332884,0.001135048,0.00007703206,0.0001191026,0.0002116796,0.9319691],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06439591,"threshold_uncertainty_score":0.2154258,"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."}}