{"id":"W2752528287","doi":"10.1176/appi.ps.68905r","title":"Suggesting a Medical-Psychiatric Cohort for ACT Treatment: In Reply","year":2017,"lang":"en","type":"letter","venue":"Psychiatric Services","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Assertive community treatment; Cohort; Population; Psychiatry; Proxy (statistics); Medicine; Harm; Psychology; Mental illness; Mental health; Social psychology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00379621,0.0006652029,0.00114196,0.0006229678,0.008166338,0.004227268,0.002853001,0.07187671,0.009495422],"category_scores_gemma":[0.02044054,0.0009454925,0.0009228899,0.0006279536,0.003541718,0.005867271,0.002103636,0.06692462,0.005879789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005022977,"about_ca_system_score_gemma":0.007998358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01621756,"about_ca_topic_score_gemma":0.03093506,"domain_scores_codex":[0.9970773,0.0009242728,0.0003284121,0.0004011607,0.0006553035,0.0006135229],"domain_scores_gemma":[0.9923912,0.003534005,0.000432802,0.000218328,0.001454157,0.001969629],"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":[0.00004201139,0.00005342839,0.001203084,0.00003416092,0.00001057164,0.002803613,0.0004425334,0.00004210461,0.0001442649,0.002308433,0.988531,0.004384898],"study_design_scores_gemma":[0.0001519574,0.0001139132,0.004186943,0.0005615667,0.00005062144,0.005820808,0.004981503,0.0008610082,0.0004379962,0.009711831,0.9729255,0.000196266],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005174006,0.0004387324,0.00004483577,0.9919912,0.004999615,0.00001077841,0.00002493471,0.00001962028,0.001952866],"genre_scores_gemma":[0.002863491,0.0002938141,0.00009035697,0.9887706,0.004683884,0.00002307323,0.00001200719,0.00001410511,0.003248651],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07187671,"threshold_uncertainty_score":0.03644437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03053476647594302,"score_gpt":0.3742060706173243,"score_spread":0.3436713041413813,"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."}}