{"id":"W4414013672","doi":"10.1016/j.apjo.2025.100243","title":"APAO survey of cataract surgeons’ attitudes toward operating room waste","year":2025,"lang":"en","type":"article","venue":"Asia-Pacific Journal of Ophthalmology","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"Association of Physician Assistants in Oncology","keywords":"Waste management; Optometry; Environmental science; Psychology; Medicine; Engineering","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":[0.0036349,0.0002757814,0.0001815361,0.001906092,0.0006254761,0.0006297553,0.0005106545,0.0005172062,0.004869695],"category_scores_gemma":[0.01026257,0.0002806473,0.0003000096,0.002694678,0.0003949791,0.001143741,0.001335001,0.0004354077,0.0009794795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007580948,"about_ca_system_score_gemma":0.001160556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006313545,"about_ca_topic_score_gemma":0.006026234,"domain_scores_codex":[0.9980906,0.0006364674,0.0003476741,0.0001672165,0.0005668497,0.0001912818],"domain_scores_gemma":[0.9834679,0.003565799,0.006854563,0.0005917755,0.003847497,0.001672335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005948285,0.00009032364,0.9829454,0.0001179494,0.00002373692,0.00007362874,0.001673613,0.00003805388,0.0003392298,0.00002999564,0.002058729,0.01254992],"study_design_scores_gemma":[0.000009072631,0.0001434627,0.9913236,0.00005416805,0.000009048264,0.0001855508,0.00472683,0.00008486996,0.0001242214,0.00002235903,0.003309099,0.000007637554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913499,0.0001502946,0.0003174211,0.0004816894,0.00001702475,0.0001259017,0.00306516,0.00002482843,0.004467733],"genre_scores_gemma":[0.9923022,0.0007434526,0.001228484,0.000904537,0.00005587126,0.0005610529,0.00245325,0.00001183263,0.001739318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006313545,"threshold_uncertainty_score":0.01922339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0565953283715136,"score_gpt":0.3480203818787199,"score_spread":0.2914250535072063,"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."}}