{"id":"W4322705320","doi":"10.2196/38696","title":"Consumer Expectations and Attitudes About Psychotherapy: Survey Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Telehealth; Population; Perception; Public health; Psychology; Mental health care; Medicine; Health care; Family medicine; Psychiatry; Telemedicine; Nursing; Political science; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002647236,0.0001927502,0.0002708407,0.0008271797,0.0006609106,0.0008210631,0.0002705568,0.0005972278,0.002852983],"category_scores_gemma":[0.004830134,0.0004257973,0.000576775,0.001391073,0.0003087546,0.0007723387,0.0006933226,0.000852422,0.0009662432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008111004,"about_ca_system_score_gemma":0.0005637527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006089386,"about_ca_topic_score_gemma":0.006085653,"domain_scores_codex":[0.998561,0.0006262367,0.0001813624,0.0001131341,0.0003342714,0.0001840197],"domain_scores_gemma":[0.9958515,0.001151759,0.001459535,0.0001814352,0.0008922239,0.0004635984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001042226,0.0006147168,0.9904674,0.00004857413,0.00004163913,0.00008503208,0.003531557,0.00003596391,0.0001641849,0.00004084547,0.000585906,0.004279963],"study_design_scores_gemma":[0.00002354816,0.0005348467,0.9907399,0.00001990423,0.00002139138,0.0001995515,0.006884948,0.0003208173,0.0001144726,0.00002014878,0.001110405,0.000009971071],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983707,0.00002595167,0.00007960675,0.0000804458,0.000002044992,0.00007156329,0.0005416613,0.000002744507,0.0008253483],"genre_scores_gemma":[0.9979154,0.0001068404,0.000335334,0.0002215154,0.000008794825,0.0001571604,0.0006843782,0.000003032522,0.0005674285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006089386,"threshold_uncertainty_score":0.01400012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2349251475108969,"score_gpt":0.5793439290490775,"score_spread":0.3444187815381806,"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."}}