{"id":"W2972767696","doi":"10.5539/gjhs.v11n11p33","title":"Professionalism and Evidence-Based Mental Health Care: The Roadblocks and New Ways","year":2019,"lang":"en","type":"article","venue":"Global Journal of Health Science","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Nursing; Health care; Autonomy; Evidence-based practice; Medicine; Psychology; Psychiatry; Alternative medicine; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2099056,0.001359761,0.004953496,0.00739879,0.008276766,0.0301028,0.004385687,0.02044333,0.005581497],"category_scores_gemma":[0.1581978,0.00137178,0.002371782,0.006344207,0.08174717,0.05695956,0.02229235,0.04197071,0.00143245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02181183,"about_ca_system_score_gemma":0.06106236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00640607,"about_ca_topic_score_gemma":0.007624998,"domain_scores_codex":[0.8109146,0.1261404,0.01433893,0.008749841,0.03494057,0.00491554],"domain_scores_gemma":[0.4826354,0.4594365,0.01260308,0.01080302,0.02272033,0.01180171],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001627548,0.0002407193,0.001400272,0.02414404,0.0003018847,0.0003912794,0.02465247,0.0004617722,0.000312215,0.645754,0.0546833,0.2474953],"study_design_scores_gemma":[0.00007816184,0.0001813617,0.001289148,0.0531158,0.0001056906,0.0007442666,0.02016876,0.0006012531,0.000137992,0.7110924,0.2123386,0.0001466716],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0009317611,0.3352108,0.004108217,0.6513836,0.004480753,0.00004886525,0.00002805977,0.00002749328,0.003780363],"genre_scores_gemma":[0.1692058,0.5794541,0.03541173,0.1892229,0.02295429,0.000821314,0.0001063611,0.0001088355,0.002714684],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7900944,"threshold_uncertainty_score":0.974327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.218325742520503,"score_gpt":0.5272645964788747,"score_spread":0.3089388539583717,"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."}}