{"id":"W1932543738","doi":"10.5210/ojphi.v7i1.5943","title":"Environmental Health Surveillance: A Critical Function of Public Health Laboratories","year":2015,"lang":"en","type":"article","venue":"Online Journal of Public Health Informatics","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Laboratory of Public Health; University of Alberta; University of Calgary","funders":"","keywords":"Public health; Public health surveillance; Health promotion; Environmental health; Disease surveillance; Function (biology); Medicine; Environmental planning; Business; Geography; Nursing","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":[0.06508148,0.002262497,0.001709561,0.006367,0.004972696,0.02061057,0.004866018,0.006063838,0.0122023],"category_scores_gemma":[0.1006008,0.001229975,0.0008046646,0.003317543,0.008889776,0.01920444,0.009953466,0.01442536,0.005681603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00758964,"about_ca_system_score_gemma":0.03042315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00524827,"about_ca_topic_score_gemma":0.003441597,"domain_scores_codex":[0.9448315,0.02518765,0.003664898,0.004092253,0.01924185,0.002981966],"domain_scores_gemma":[0.7565464,0.07428468,0.01115257,0.01940855,0.08537345,0.05323441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001865336,0.0003796729,0.009381242,0.001452123,0.0001906787,0.0005085286,0.003455868,0.00126053,0.00303617,0.07115949,0.4621932,0.4467959],"study_design_scores_gemma":[0.0000641844,0.0002790091,0.00607105,0.003044267,0.0000770295,0.001045685,0.006523085,0.001850744,0.00241236,0.0956335,0.8828177,0.0001812997],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006098762,0.03435795,0.0585468,0.8395501,0.01013419,0.0004844481,0.0004265351,0.002598636,0.04780253],"genre_scores_gemma":[0.3672941,0.08878862,0.2063911,0.2525613,0.04047541,0.001355152,0.001568536,0.001903406,0.03966231],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06508148,"threshold_uncertainty_score":0.3441879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1144493649228205,"score_gpt":0.355148278809832,"score_spread":0.2406989138870115,"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."}}