{"id":"W2320783187","doi":"10.2975/26.2003.249.261","title":"Mental health program monitoring: Towards simplifying a complex task.","year":2003,"lang":"en","type":"article","venue":"Psychiatric Rehabilitation Journal","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Task (project management); Mental health; Key (lock); Program evaluation; Computer science; Applied psychology; Quality (philosophy); Psychology; Process management; Psychiatry; Business; Engineering; Computer security; Political science","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":[0.001232375,0.0002484169,0.0003215731,0.0003301554,0.001053376,0.0001339684,0.0002047884,0.0000853048,0.001230932],"category_scores_gemma":[0.00007043447,0.0002171255,0.0002081895,0.0006259291,0.00006541405,0.0002394233,0.0000144983,0.0003915566,0.0001732248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004092208,"about_ca_system_score_gemma":0.0001532888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005983873,"about_ca_topic_score_gemma":0.000003642788,"domain_scores_codex":[0.9968373,0.0007181024,0.0009281724,0.000382963,0.0004584567,0.0006749798],"domain_scores_gemma":[0.9984894,0.000143414,0.0005184485,0.0002783461,0.0001038528,0.0004664711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002108409,0.002532808,0.261309,0.0001230145,0.0001139697,0.000005916098,0.00912865,0.000005337626,0.00002204058,0.003203822,0.04112835,0.6822163],"study_design_scores_gemma":[0.006518205,0.005582409,0.7841825,0.0000873754,0.00003968391,0.0005107124,0.01383656,0.00003045983,0.000008501261,0.005886225,0.1828371,0.0004801561],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9405817,0.005719137,0.001034019,0.01868641,0.01371976,0.002940011,0.00002584678,0.0002529917,0.01704008],"genre_scores_gemma":[0.948281,0.0001084637,0.05004453,0.0003169667,0.0006374405,0.0001847249,0.00002001044,0.00003686524,0.0003699985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6817361,"threshold_uncertainty_score":0.9996821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05245225664895309,"score_gpt":0.4345651377591972,"score_spread":0.3821128811102441,"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."}}