{"id":"W2414100790","doi":"","title":"Investigating Indicators for Predicting the Presence of Foodborne Pathogens in the Irrigation Water of Produce Farms in the Lower Mainland of British Columbia, Canada","year":2016,"lang":"en","type":"article","venue":"IAFP 2016 Annual Meeting","topic":"Food Safety and Hygiene","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Irrigation; Geography; Mainland; Biology; Agronomy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002373966,0.00006480952,0.0001470559,0.000008060838,0.0001212625,0.00001853605,0.0004307065,0.00004397739,0.000008026654],"category_scores_gemma":[0.000769544,0.00002002346,0.00004060817,0.0002651165,0.0001729005,0.00009123949,0.00005955268,0.00008398833,1.223799e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001327844,"about_ca_system_score_gemma":0.00004381793,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3684836,"about_ca_topic_score_gemma":0.7662352,"domain_scores_codex":[0.998572,0.0002907113,0.0004255212,0.0001766624,0.000291163,0.0002439792],"domain_scores_gemma":[0.9983916,0.001164539,0.0002445654,0.00008541496,0.00009428766,0.0000195919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005355984,0.0002383571,0.4994938,0.000167162,0.00002974912,0.000004893443,0.01656793,0.00007173621,0.3556269,0.00008276702,0.001758108,0.1259049],"study_design_scores_gemma":[0.0003766389,0.0005566899,0.960283,0.0009108673,0.00001570295,0.000007125009,0.01834761,0.00003892406,0.01670179,0.001135451,0.001479564,0.0001465824],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958466,0.0000800076,0.000001171347,0.003000541,0.00006132052,0.0004787338,0.0003401922,0.000003273066,0.0001882026],"genre_scores_gemma":[0.9996863,0.000008048642,0.00003912292,0.00009965493,0.00008472722,0.00004129918,0.000007663632,0.000001166457,0.00003204376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4607892,"threshold_uncertainty_score":0.6357217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01012105916531052,"score_gpt":0.1925404613928472,"score_spread":0.1824194022275367,"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."}}