{"id":"W6942449839","doi":"10.1371/journal.pwat.0000073.s001","title":"Protection zone delineation.","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Probabilistic logic; Probabilistic risk assessment; Risk assessment; Bayesian network; Agriculture; Surface runoff; Water quality; Pollutant; Hazard","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007247619,0.0006474519,0.0003505911,0.00305383,0.000793554,0.001754079,0.001219686,0.001044084,0.2029307],"category_scores_gemma":[0.002704832,0.0003246664,0.0005720867,0.002757438,0.0003043509,0.001155843,0.002300365,0.0007932062,0.072393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007355465,"about_ca_system_score_gemma":0.001482989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01293023,"about_ca_topic_score_gemma":0.01480638,"domain_scores_codex":[0.9993058,0.00009002852,0.00006655541,0.0001937435,0.0002395811,0.0001041682],"domain_scores_gemma":[0.9992325,0.0001699834,0.00009015275,0.0001419375,0.0002855379,0.00007982606],"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":[0.0002736773,0.00007638521,0.01028004,0.0006795446,0.00004072157,0.0003445392,0.0009048892,0.007065094,0.004324505,0.03251706,0.4750399,0.4684537],"study_design_scores_gemma":[0.00002662198,0.00001943679,0.005335796,0.000104256,0.00001192103,0.0001782033,0.0002417531,0.004519721,0.00171129,0.004661529,0.9831672,0.00002220353],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01891482,0.001247817,0.1392733,0.001259124,0.0009313424,0.001256766,0.2201787,0.02259244,0.5943458],"genre_scores_gemma":[0.1969077,0.001467947,0.2947101,0.0009069505,0.0001911389,0.002077384,0.2657173,0.008370086,0.2296514],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2029307,"threshold_uncertainty_score":0.6788707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07980184661747057,"score_gpt":0.2725929302664739,"score_spread":0.1927910836490033,"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."}}