{"id":"W4415439238","doi":"10.1302/1358-992x.2025.10.081","title":"TRAFFIC CAMERAS: AN EFFECTIVE AND SUSTAINABLE METHOD OF REDUCING TRAFFIC AND AIRBORNE PARTICLES DURING ARTHROPLASTY SURGERY","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Joint arthroplasty; Doors; Arthroplasty; Operating table; Hip arthroplasty; Joint replacement","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":[],"consensus_categories":[],"category_scores_codex":[0.001015418,0.0001930787,0.0004636962,0.0002824769,0.0001865569,0.00002897562,0.00003162638,0.00008588382,0.000009486634],"category_scores_gemma":[0.0001744451,0.000177827,0.00006390965,0.0003761518,0.0001696694,0.0002420815,0.0001045871,0.0001840798,7.541092e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009878655,"about_ca_system_score_gemma":0.00005467336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008387228,"about_ca_topic_score_gemma":0.000006062443,"domain_scores_codex":[0.9984779,0.00003772577,0.0003666496,0.0004599844,0.000200212,0.0004574778],"domain_scores_gemma":[0.9993873,0.0001142681,0.0001074296,0.0001090535,0.00006066099,0.0002212483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007524652,0.0003627455,0.06968922,0.008453451,0.0002107297,0.00009801219,0.003393309,0.0001755852,0.005672805,0.0004839596,0.0003719706,0.9103357],"study_design_scores_gemma":[0.003766577,0.001430478,0.9302423,0.002039678,0.0006358382,0.0003089939,0.03866104,0.008393971,0.01168614,0.0001024847,0.002199437,0.0005330901],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968683,0.0009907527,0.00006365738,0.0009251455,0.00004543456,0.0007134647,0.000001470783,0.0000727715,0.000319033],"genre_scores_gemma":[0.9976407,0.0005548121,0.001044031,0.0001435078,0.00005549265,0.00007035516,0.000003710373,0.00002180758,0.0004655846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9098027,"threshold_uncertainty_score":0.7251576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008150576433571326,"score_gpt":0.2652455933571315,"score_spread":0.2570950169235602,"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."}}