{"id":"W4200070159","doi":"10.1080/20008198.2021.2001191","title":"What’s in a name? A data-driven method to identify optimal psychotherapy classifications to advance treatment research on co-occurring PTSD and substance use disorders","year":2021,"lang":"en","type":"article","venue":"European journal of psychotraumatology","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"National Institute on Drug Abuse; National Institute on Alcohol Abuse and Alcoholism; National Science Foundation","keywords":"Psychotherapist; Psychology; Substance use; Psychiatry; Clinical psychology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2159785,0.003341549,0.00773271,0.02238377,0.003844508,0.01019517,0.00556554,0.004857673,0.01147595],"category_scores_gemma":[0.4685609,0.002090065,0.01264195,0.01943238,0.003730889,0.008759173,0.007907363,0.006368864,0.002713942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005665348,"about_ca_system_score_gemma":0.02266606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003174147,"about_ca_topic_score_gemma":0.006469524,"domain_scores_codex":[0.7463499,0.1830356,0.03778568,0.01652106,0.01466713,0.001640626],"domain_scores_gemma":[0.5197276,0.3561964,0.02534739,0.04381547,0.05273961,0.00217345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.007124745,0.001473758,0.02422341,0.1275148,0.01150601,0.0006981515,0.02959151,0.003396485,0.009224704,0.07024759,0.07544589,0.6395528],"study_design_scores_gemma":[0.01372774,0.00360488,0.02094547,0.07118848,0.02224439,0.0008654262,0.01962875,0.04337566,0.02103441,0.2790537,0.5023756,0.001955432],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02476623,0.009836745,0.7391254,0.0158282,0.003131971,0.1630109,0.0342669,0.003075981,0.006957685],"genre_scores_gemma":[0.02843095,0.0008668927,0.8372487,0.002229559,0.0001539021,0.127767,0.002490635,0.0002235686,0.0005887797],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2159785,"threshold_uncertainty_score":0.9668381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3801174372228974,"score_gpt":0.5611648684671583,"score_spread":0.1810474312442609,"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."}}