{"id":"W4293240318","doi":"10.47339/ephj.2022.216","title":"Sensitivity of infrared sensor faucet on different skin colours and how it can potentially effect equity in public health","year":2022,"lang":"en","type":"article","venue":"BCIT Environmental Public Health Journal","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hygiene; Environmental health; Medicine; Computer science; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005257272,0.0002253927,0.0006383437,0.0004648296,0.0005929075,0.00008068555,0.0000684641,0.00007216373,0.0003186252],"category_scores_gemma":[0.0001731371,0.0002042301,0.0001446529,0.0001863948,0.00009407306,0.0001855117,0.000177469,0.0009470085,0.000002047384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002781786,"about_ca_system_score_gemma":0.0006032794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002090714,"about_ca_topic_score_gemma":0.0001735193,"domain_scores_codex":[0.995364,0.002147114,0.000557706,0.0003102875,0.0009096003,0.0007113643],"domain_scores_gemma":[0.9982221,0.0001706538,0.0006236934,0.0001891688,0.00001704473,0.000777326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00107453,0.003758012,0.5973113,0.0004981798,0.0002728431,0.0002166987,0.002293642,0.0002905719,0.004253269,0.0001965288,0.005494246,0.3843402],"study_design_scores_gemma":[0.005298962,0.003838494,0.9763672,0.0000517913,0.00001297468,0.001022055,0.0008333975,0.001649265,0.00005603412,0.00001795957,0.01070034,0.0001515322],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.910587,0.00009718238,0.0012413,0.08663552,0.0003530947,0.0008070365,0.0001161208,0.00001795006,0.0001447833],"genre_scores_gemma":[0.9938875,0.0001852956,0.00004552605,0.005350923,0.0001537409,0.00002297914,0.0001149219,0.00002411568,0.0002149795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3841887,"threshold_uncertainty_score":0.8328261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03628507024171648,"score_gpt":0.3011508167936501,"score_spread":0.2648657465519336,"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."}}