{"id":"W4281637930","doi":"10.1002/cl2.1234","title":"Safety interventions for the prevention of accidents at work: A systematic review","year":2022,"lang":"en","type":"review","venue":"Campbell Systematic Reviews","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":114,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health","funders":"","keywords":"Psychological intervention; PsycINFO; CINAHL; Observational study; Context (archaeology); Systematic review; EconLit; Medicine; Grey literature; MEDLINE; Randomized controlled trial; Family medicine; Psychology; Nursing; 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":["metaresearch","metaepi_narrow","metaepi_broad","sts","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.04629872,0.0008091559,0.01483423,0.0003283855,0.00171513,0.00001828151,0.002026704,0.0004053439,0.003171056],"category_scores_gemma":[0.0307839,0.0004193585,0.006438518,0.001662756,0.00007376544,0.0001110324,0.0008534766,0.001309956,0.002143716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002007773,"about_ca_system_score_gemma":0.001222493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002084939,"about_ca_topic_score_gemma":0.00005219851,"domain_scores_codex":[0.9518893,0.02932098,0.01582891,0.0007271041,0.001309783,0.0009239269],"domain_scores_gemma":[0.9440361,0.0365723,0.0155382,0.003084132,0.0004813161,0.0002879791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001617886,0.00007032704,0.000002432928,0.9643716,0.0004818606,7.3239e-7,0.0001154577,1.170202e-7,2.640537e-9,0.0002531379,0.01482736,0.01986078],"study_design_scores_gemma":[0.0001440879,0.0000524379,6.851686e-7,0.5421612,0.006568057,0.00001025905,0.00005744557,0.000002758468,1.097167e-9,0.00001415149,0.450824,0.0001649452],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.95472e-8,0.7822885,0.00106135,0.00007818529,0.001249198,0.2142705,0.000216084,0.00003243027,0.0008037484],"genre_scores_gemma":[1.754524e-7,0.7652138,0.00009059007,0.000167131,0.0001227322,0.2073004,0.000665766,0.00009712586,0.02634226],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4359967,"threshold_uncertainty_score":0.9998258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5132595907836338,"score_gpt":0.5967312370442206,"score_spread":0.08347164626058678,"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."}}