{"id":"W4416293194","doi":"10.1016/j.ajo.2025.11.005","title":"A Scoping Review of Ergonomics in Ophthalmology: Working in Pain","year":2025,"lang":"en","type":"article","venue":"American Journal of Ophthalmology","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fanshawe College; Western University; University of British Columbia; University of Toronto; McMaster University","funders":"","keywords":"Human factors and ergonomics; Productivity; Sustainability; Health care; Occupational safety and health; MEDLINE; Suicide prevention; Health professionals","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":[0.01339985,0.001879179,0.005409598,0.0181487,0.001712061,0.006367642,0.002035076,0.004575065,0.00377001],"category_scores_gemma":[0.05847185,0.001244053,0.005271693,0.01799867,0.00199089,0.00443919,0.002649651,0.002368933,0.0006233622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004805076,"about_ca_system_score_gemma":0.02025998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02365069,"about_ca_topic_score_gemma":0.05701678,"domain_scores_codex":[0.9890407,0.003052323,0.004763381,0.0007056654,0.002090872,0.0003469984],"domain_scores_gemma":[0.9364302,0.04810486,0.007536125,0.0007231038,0.006575131,0.0006307137],"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":[0.0002227305,0.0001027623,0.001810096,0.7716949,0.00317778,0.0002353304,0.0009420009,0.0001942284,0.0003433592,0.0009142523,0.0101992,0.2101634],"study_design_scores_gemma":[0.00003319373,0.00009971068,0.003649483,0.9535491,0.005616643,0.0002813393,0.0007318173,0.00005216732,0.00009083351,0.0004726994,0.03539225,0.00003071341],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003478578,0.9982475,0.00008047155,0.0006563585,0.0002670378,0.00005822436,0.00006924357,0.000003021863,0.0002703513],"genre_scores_gemma":[0.002761695,0.9958615,0.0002750595,0.000646633,0.0001906203,0.00009342501,0.00007334384,0.000002841447,0.00009491199],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02365069,"threshold_uncertainty_score":0.07086605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1131550136595555,"score_gpt":0.4978939843439649,"score_spread":0.3847389706844094,"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."}}