{"id":"W1560277829","doi":"10.1002/9780470518328.ch5","title":"Sampling Recreational Waters","year":2007,"lang":"en","type":"other","venue":"","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia; Environment and Climate Change Canada","funders":"","keywords":"Sampling (signal processing); Recreation; Environmental science; Geography; Computer science; Ecology; Biology; Telecommunications","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":[0.001020367,0.0005525695,0.0004241063,0.001663521,0.001051662,0.0008504081,0.001023421,0.0005261763,0.03374336],"category_scores_gemma":[0.001765832,0.0003195581,0.0005902228,0.002776488,0.0003102891,0.0005893978,0.001225745,0.0004031851,0.01481378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008211769,"about_ca_system_score_gemma":0.001953093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02122799,"about_ca_topic_score_gemma":0.05724172,"domain_scores_codex":[0.9983645,0.0002465378,0.0001431635,0.0003941715,0.0007572283,0.00009447186],"domain_scores_gemma":[0.9992158,0.00009887759,0.00009132299,0.0001499627,0.0003868764,0.00005709159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004171117,0.00030877,0.1673764,0.001122036,0.00007754593,0.0002930198,0.001017034,0.002562366,0.0455788,0.003068737,0.0629067,0.7152715],"study_design_scores_gemma":[0.0001076204,0.0007939285,0.3834152,0.0008510241,0.0001595525,0.001025536,0.002456267,0.006769796,0.07863116,0.003304127,0.5223566,0.0001291008],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.2707062,0.003761056,0.2274307,0.001723715,0.001019054,0.0122818,0.1594586,0.002662634,0.3209562],"genre_scores_gemma":[0.3111325,0.006994951,0.2335878,0.001829789,0.0005143131,0.009945785,0.07057486,0.0009693179,0.3644508],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03374336,"threshold_uncertainty_score":0.1128827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02398341500250514,"score_gpt":0.2686343763551144,"score_spread":0.2446509613526092,"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."}}