{"id":"W4417362151","doi":"10.1701/4619.46286","title":"Progetto MetaMind – Ausl Toscana sud est: studio preliminare sull’utilizzo della tecnologia digitale nei percorsi psicoterapeutici","year":2025,"lang":"it","type":"article","venue":"Recenti Progressi in Medicina","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Child, Adolescent and Family Mental Health","funders":"","keywords":"Studio; Formative assessment; Design studio","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"],"consensus_categories":[],"category_scores_codex":[0.001613674,0.0008555743,0.001209868,0.0007511686,0.0005105483,0.0008427712,0.002580639,0.000593318,0.0001125106],"category_scores_gemma":[0.000727644,0.0007516255,0.0002533841,0.003796636,0.0009365398,0.0009323524,0.001258258,0.001126531,0.0001661466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006274307,"about_ca_system_score_gemma":0.001209017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003405048,"about_ca_topic_score_gemma":0.0002631453,"domain_scores_codex":[0.9931475,0.000475411,0.001499739,0.001848441,0.001263179,0.001765732],"domain_scores_gemma":[0.9958689,0.0004288592,0.0005222919,0.002181978,0.0004831796,0.0005147661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001255771,0.002359137,0.03802431,0.0005914285,0.0003502692,0.0001738181,0.003517376,0.00002970542,0.0002316353,0.01022533,0.006496369,0.937875],"study_design_scores_gemma":[0.008595939,0.005492037,0.2375158,0.01214171,0.001518449,0.0002705344,0.007895233,0.04722407,0.01122424,0.007372625,0.6572472,0.003502078],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8078946,0.06721152,0.02529695,0.04114964,0.004568376,0.01099683,0.0001728303,0.0008519497,0.04185734],"genre_scores_gemma":[0.9894366,0.002844697,0.002532671,0.0009108779,0.0001710615,0.0004174819,0.00007475729,0.00005162257,0.00356027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.934373,"threshold_uncertainty_score":0.9994935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03031376838633715,"score_gpt":0.3273442817340914,"score_spread":0.2970305133477542,"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."}}