{"id":"W4315620598","doi":"10.1080/10503307.2022.2154177","title":"Brave new world: Mental health services 25 years since Dodo and 25 years in the future","year":2023,"lang":"en","type":"article","venue":"Psychotherapy Research","topic":"Psychotherapy Techniques and Applications","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quest University Canada","funders":"","keywords":"Mental health; Psychology; Psychotherapist; Psychoanalysis; Psychiatry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001942707,0.0001779416,0.0002158246,0.0006850102,0.0002208561,0.0001634767,0.0008702519,0.0001259525,0.0009133572],"category_scores_gemma":[6.64212e-7,0.0001496681,0.00006533688,0.002837455,0.0001560169,0.00008292813,0.00002353823,0.0006776106,0.0004154023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000504349,"about_ca_system_score_gemma":0.00007115624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001267067,"about_ca_topic_score_gemma":0.002880536,"domain_scores_codex":[0.9972206,0.000507787,0.0003048173,0.0006188437,0.0005631216,0.0007848653],"domain_scores_gemma":[0.9986704,0.000182622,0.0000739729,0.0008672486,0.00003220021,0.0001735471],"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":[0.0003270879,0.0003459132,0.00517042,0.00002979356,0.00006639674,0.00001693112,0.04547976,3.225873e-7,0.0008362537,0.06549104,0.5195099,0.3627262],"study_design_scores_gemma":[0.001068833,0.0002212971,0.1423071,0.0000533313,8.042903e-7,0.00001031525,0.00285375,0.00001264768,0.000005686171,0.01762498,0.8357034,0.0001378868],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6789357,0.02242922,0.0002715458,0.2487018,0.001476397,0.006299187,0.0002170069,0.0008521666,0.04081699],"genre_scores_gemma":[0.6642255,0.1403668,0.004897978,0.04898033,0.006255398,0.003097915,0.0003575821,0.0006529931,0.1311654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3625884,"threshold_uncertainty_score":0.9999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06683006683681082,"score_gpt":0.4798401658605022,"score_spread":0.4130100990236913,"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."}}