{"id":"W7057158628","doi":"","title":"Improving the scalability of psychological treatments in developing countries:an evaluation of lay therapist led therapy quality in Goa, India","year":2014,"lang":"en","type":"other","venue":"The University of Bath Online Publications Store (The University of Bath)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Mental health; Quality (philosophy); Rating scale; Resource (disambiguation); Scale (ratio); Psychological intervention","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":[0.002456166,0.0001975196,0.0004572977,0.0003514948,0.0001974945,0.000008340413,0.001415309,0.0001376341,0.01573444],"category_scores_gemma":[0.00005362702,0.0001464235,0.0001526479,0.0006561938,0.0009824822,0.00005525054,0.0002371328,0.0002837228,0.000004088236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001204019,"about_ca_system_score_gemma":0.0005584987,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0254514,"about_ca_topic_score_gemma":0.008655429,"domain_scores_codex":[0.9972649,0.001200142,0.0003581601,0.0003465658,0.0006305121,0.000199699],"domain_scores_gemma":[0.9969993,0.0004058481,0.0009377438,0.001055009,0.0005584816,0.00004360567],"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":[0.001566392,0.01103879,0.3328378,0.0004970317,0.001465235,0.000001298419,0.03718109,0.0004685228,0.001568283,0.06996455,0.01757301,0.525838],"study_design_scores_gemma":[0.004706849,0.0002420365,0.8876193,0.0001546752,0.0001775303,1.984152e-7,0.01488007,0.002989491,0.0000398501,0.0002818571,0.08862974,0.0002784324],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9200072,0.0001529314,0.00171783,0.005326502,0.00005030807,0.0023412,0.0006233242,0.00002490941,0.06975576],"genre_scores_gemma":[0.9812949,0.0002603357,0.0009876427,0.00002844776,0.00003720239,0.000001715035,0.0003600827,0.00003092028,0.01699869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5547814,"threshold_uncertainty_score":0.9851653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03876714106822735,"score_gpt":0.3153154571783411,"score_spread":0.2765483161101137,"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."}}