{"id":"W4211020380","doi":"10.2196/34152","title":"Evaluating the Effect of Supported Systematic Work Environment Management During the COVID-19 Pandemic: Protocol for a Mixed Methods Study","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Futurum - Akademin för Hälsa och Vård, Region Jönköpings läns","keywords":"Psychological intervention; Work (physics); Health care; Medicine; Nursing; Protocol (science); Job satisfaction; Patient safety; Medical education; Psychology; Engineering; Alternative medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.08664478,0.00602527,0.008842297,0.003762061,0.004867445,0.005163392,0.004373408,0.008702375,0.05326097],"category_scores_gemma":[0.09380576,0.003527627,0.007235288,0.004446142,0.003736302,0.00373882,0.002919322,0.008060009,0.01133409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008926123,"about_ca_system_score_gemma":0.02574691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00383437,"about_ca_topic_score_gemma":0.005165893,"domain_scores_codex":[0.9334716,0.04028662,0.01237431,0.00397977,0.00648016,0.003407547],"domain_scores_gemma":[0.9446269,0.01751193,0.009569464,0.008468653,0.01671724,0.003105842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.4442471,0.04803142,0.005496162,0.1415827,0.004966603,0.001967426,0.01225874,0.01231091,0.01127063,0.02450995,0.08972103,0.2036374],"study_design_scores_gemma":[0.5318277,0.08721637,0.02422862,0.05267316,0.00263661,0.0003449118,0.00509304,0.01215137,0.01030688,0.01819826,0.2543855,0.0009375434],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0004562826,0.0000481999,0.0007280314,0.00004078145,0.00008088192,0.9981445,0.0003045041,0.00002073117,0.0001760572],"genre_scores_gemma":[0.0002110631,0.00001692143,0.0008387406,0.00001854062,0.000005465737,0.9988349,0.00002819899,0.000001117113,0.00004506813],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08664478,"threshold_uncertainty_score":0.4582269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4796252341787007,"score_gpt":0.7028745067395908,"score_spread":0.2232492725608901,"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."}}