{"id":"W2310018008","doi":"10.2166/wpt.2016.024","title":"The requirements and challenges of a mobile laboratory for onsite water microbiology assessment","year":2016,"lang":"en","type":"article","venue":"Water Practice & Technology","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de Santé Publique du Québec; Université Laval; Centre de Développement du Porc du Québec","funders":"","keywords":"Waterborne diseases; Water quality; Vibrio cholerae; Human health; Cryptosporidium; Environmental science; Environmental planning; Environmental engineering; Risk analysis (engineering); Environmental health; Biology; Business; Microbiology; Ecology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006866854,0.0001341294,0.0001742259,0.00006430217,0.0001501661,0.00001220016,0.000225501,0.0002038392,0.000004958009],"category_scores_gemma":[0.0002909595,0.00005789447,0.0000322542,0.00002595976,0.0005222472,0.00001424053,0.0005704127,0.00007426072,0.000007354582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002254111,"about_ca_system_score_gemma":0.00003616463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002963522,"about_ca_topic_score_gemma":0.00002162894,"domain_scores_codex":[0.9988319,0.0001292317,0.0002199512,0.0003412759,0.0000547632,0.0004228786],"domain_scores_gemma":[0.9990528,0.00009550207,0.00008048238,0.0004384771,0.0003056358,0.00002709363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001802086,0.00005363113,0.0001608859,0.00002935122,0.0002068377,0.000002106136,0.00006537241,7.119247e-8,0.990505,0.0004060423,0.00030417,0.008086299],"study_design_scores_gemma":[0.0004297688,0.0006517811,0.00003843337,0.000006653113,0.00001618664,0.00001504397,0.0002503391,1.767964e-7,0.5702469,0.0002003105,0.4280826,0.00006189598],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9430553,0.005177975,0.0003744279,0.05027845,0.0001542946,0.0007100015,0.00005923942,0.00003076498,0.0001595766],"genre_scores_gemma":[0.9860661,0.01186572,0.001178038,0.0001005647,0.00005616784,0.0004689453,0.00001564963,0.00002002315,0.0002287937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4277784,"threshold_uncertainty_score":0.2360868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01657792468897035,"score_gpt":0.3114352154166877,"score_spread":0.2948572907277174,"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."}}