{"id":"W4402354518","doi":"10.1136/ebnurs-2024-104052","title":"Educational interventions for healthcare professionals can reduce stigma towards mental illness","year":2024,"lang":"en","type":"article","venue":"Evidence-Based Nursing","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University; University of Alberta","funders":"","keywords":"Stigma (botany); Psychological intervention; Mental health; Mental illness; Health professionals; Psychology; Mental healthcare; Health care; Nursing; Psychiatry; Medicine; 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":[0.0005762813,0.0002146342,0.0002257663,0.0002627736,0.0007340027,0.0001137743,0.0002233753,0.0001111108,0.00191129],"category_scores_gemma":[0.00006328085,0.0001915436,0.0002546766,0.0003565151,0.0001131102,0.0003143975,0.00001678216,0.0002022807,0.0000963902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008545115,"about_ca_system_score_gemma":0.0006099456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004924216,"about_ca_topic_score_gemma":0.00006202259,"domain_scores_codex":[0.9979154,0.0002838799,0.0004737863,0.0005537982,0.0002952456,0.0004779261],"domain_scores_gemma":[0.9987875,0.0005405767,0.0001091296,0.0002536221,0.000100836,0.0002083187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003807988,0.001194501,0.0008349892,0.00231586,0.00008336457,0.00001161479,0.007168048,0.000003284692,0.0001471635,0.0200493,0.09017566,0.8776354],"study_design_scores_gemma":[0.01016188,0.006415118,0.208709,0.5856365,0.001391963,0.000319197,0.04555174,0.003762408,0.02452442,0.06807636,0.04082288,0.004628509],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4234623,0.0673428,0.00181537,0.4729487,0.02822916,0.004031813,0.000685817,0.000295662,0.001188347],"genre_scores_gemma":[0.9891697,0.00003443942,0.000955812,0.0009588335,0.0009028226,0.001267678,0.0004833318,0.00004143442,0.006186001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8730069,"threshold_uncertainty_score":0.9990011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1739744241474268,"score_gpt":0.5346028647052228,"score_spread":0.360628440557796,"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."}}