{"id":"W4250383930","doi":"10.2196/preprints.14093","title":"Occupational Health Needs and Predicted Well-Being in Office Workers Undergoing Web-Based Health Promotion Training: Cross-Sectional Study (Preprint)","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Health promotion; Workplace health promotion; Psychological intervention; Occupational health nursing; Health education; The Internet; Medicine; Nursing; Psychology; Medical education; Environmental health; Public health; World Wide Web; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001141069,0.0002134646,0.0002995855,0.0006751569,0.0005828478,0.0006938511,0.0003217726,0.0007253056,0.002722168],"category_scores_gemma":[0.002568095,0.0005919077,0.0007097597,0.0009277937,0.0002210972,0.0007572258,0.0006163818,0.000843645,0.0006828663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003915583,"about_ca_system_score_gemma":0.0004040069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008307305,"about_ca_topic_score_gemma":0.01025004,"domain_scores_codex":[0.999471,0.0001176114,0.00008216547,0.0001097961,0.0001141104,0.0001052404],"domain_scores_gemma":[0.9982429,0.0004510132,0.0006657258,0.0001020724,0.0002371384,0.0003012636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006208016,0.0002329107,0.9986059,0.000018359,0.00003018162,0.00001999693,0.0002954045,0.000009975116,0.00006358854,0.000005494987,0.0001323175,0.0005238361],"study_design_scores_gemma":[0.00000663002,0.000224656,0.998696,0.00001182588,0.00001738637,0.00003015543,0.000810776,0.00005457579,0.00002405062,0.000004917586,0.0001161837,0.000002803057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990496,0.00006286263,0.00003827252,0.0000298038,0.00000664489,0.00003818418,0.0005137163,0.000001552509,0.0002592689],"genre_scores_gemma":[0.9988796,0.000078638,0.0001037925,0.00007642229,0.00001262056,0.00008392194,0.0004455048,0.00000196626,0.0003175904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008307305,"threshold_uncertainty_score":0.01651794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0679259806687788,"score_gpt":0.4093610089816462,"score_spread":0.3414350283128674,"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."}}