{"id":"W4213102148","doi":"10.3410/f.7197957.8332054","title":"Faculty Opinions recommendation of Long-term effects of an intervention on psychosocial work factors among healthcare professionals in a hospital setting.","year":2011,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychosocial; Intervention (counseling); Medicine; Health care; Mental health; Social support; Workload; Nursing; Psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00346181,0.0005597112,0.0006431408,0.0009533305,0.0009720766,0.001506651,0.001092652,0.004310251,0.3665598],"category_scores_gemma":[0.01642745,0.0002586729,0.000747811,0.001129579,0.0004916099,0.0007190515,0.0008025339,0.001476535,0.08361263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00126377,"about_ca_system_score_gemma":0.005339403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0065808,"about_ca_topic_score_gemma":0.009878008,"domain_scores_codex":[0.9975581,0.0007347749,0.0003081968,0.0002010891,0.0009385952,0.0002590948],"domain_scores_gemma":[0.9858716,0.002964852,0.0009185271,0.0006406888,0.007470223,0.002133986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002075683,0.003559475,0.01250409,0.004748126,0.0001581338,0.0003021651,0.0003367717,0.0001693476,0.003080785,0.0007157364,0.4794438,0.4929059],"study_design_scores_gemma":[0.002406734,0.002606866,0.08650364,0.005792066,0.0003503649,0.0003117604,0.001074916,0.0004495133,0.003719676,0.001149737,0.8955696,0.00006499673],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.06515595,0.03352854,0.003632732,0.2790629,0.06741659,0.005627364,0.02026679,0.001885061,0.523424],"genre_scores_gemma":[0.2291889,0.02978105,0.01378874,0.08123925,0.0314327,0.004320639,0.01045986,0.0005641042,0.5992247],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3665598,"threshold_uncertainty_score":0.9035256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04347326019021371,"score_gpt":0.4548409014918067,"score_spread":0.411367641301593,"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."}}