{"id":"W3170115339","doi":"10.22215/cpopp.v7i.3179","title":"Using Skills, Not Pills","year":2021,"lang":"en","type":"article","venue":"Carleton Perspectives on Public Policy","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Mental health; Mental health literacy; Functional illiteracy; Competence (human resources); Medicine; Nursing; Psychology; Mental illness; Psychiatry; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005589346,0.0003330687,0.0005885366,0.0006194506,0.001251808,0.00006006514,0.0003533169,0.0003507781,0.002182748],"category_scores_gemma":[0.002742546,0.0003167126,0.0002572782,0.00107976,0.0001509086,0.0003751306,0.0003093207,0.001113354,0.0006537053],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004706278,"about_ca_system_score_gemma":0.01343237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001420686,"about_ca_topic_score_gemma":0.0001616217,"domain_scores_codex":[0.9959261,0.0008114307,0.0006083417,0.0007511835,0.0005032269,0.001399655],"domain_scores_gemma":[0.9966317,0.0007341822,0.0002530025,0.0009534328,0.0008442476,0.0005834032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008070715,0.0006963374,0.01235555,0.0002730571,0.0002086052,0.0001415152,0.02591948,0.000006756114,0.005031837,0.8409365,0.1049097,0.009439948],"study_design_scores_gemma":[0.002768475,0.0001594627,0.0478455,0.0001342715,0.00004655981,0.00004403862,0.03990267,0.00003588283,0.0008634136,0.003289256,0.9040853,0.0008251223],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2096428,0.001764439,0.0003785336,0.1428824,0.001890849,0.000818943,0.0003090579,0.0005394955,0.6417735],"genre_scores_gemma":[0.7984214,0.001081526,0.001136433,0.1631094,0.004283599,0.00009303156,0.00005533149,0.0001136807,0.0317056],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8376472,"threshold_uncertainty_score":0.9999285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1051169928575968,"score_gpt":0.4683287607655791,"score_spread":0.3632117679079823,"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."}}