{"id":"W1565005535","doi":"10.1002/j.1551-8833.2003.tb10295.x","title":"Prioritizing watershed pathogen research","year":2003,"lang":"en","type":"article","venue":"American Water Works Association","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian National University; Ryerson University; Water Research Foundation; University of New South Wales; Water Environment Research Foundation","keywords":"Watershed; Environmental resource management; Environmental planning; Environmental science; Business; Risk analysis (engineering); Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02079035,0.0009304943,0.001514377,0.006282884,0.002366236,0.006648235,0.003513657,0.003565928,0.008152921],"category_scores_gemma":[0.01966447,0.0005685683,0.0008143597,0.004997656,0.001250929,0.006767568,0.004913655,0.00224634,0.00102564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004435835,"about_ca_system_score_gemma":0.03089868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009051756,"about_ca_topic_score_gemma":0.01951018,"domain_scores_codex":[0.9868116,0.008466456,0.0006504012,0.0008884404,0.00209605,0.001086998],"domain_scores_gemma":[0.9745986,0.0117199,0.001898513,0.001255552,0.007075655,0.003451805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008558782,0.00164301,0.06146266,0.007911406,0.0003146289,0.006301477,0.00413656,0.01539704,0.04395064,0.07459523,0.05652172,0.7269098],"study_design_scores_gemma":[0.0005505169,0.002429979,0.05372414,0.004453927,0.0006339995,0.002485982,0.05251814,0.03358959,0.03895776,0.1900362,0.6203489,0.0002709154],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3569168,0.06724474,0.2382605,0.2375832,0.003879866,0.009552171,0.00375339,0.00219644,0.08061295],"genre_scores_gemma":[0.5952013,0.0370073,0.3406349,0.009959212,0.001233273,0.002858142,0.002769906,0.0001702298,0.01016571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02079035,"threshold_uncertainty_score":0.1099512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02623755023487924,"score_gpt":0.2990235342692743,"score_spread":0.2727859840343951,"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."}}