{"id":"W2522715951","doi":"","title":"Development of an Interactive Modeling Tool to Predict the Risks Associated with Contaminated Fresh-cut Lettuce in Canadian Distribution Systems","year":2012,"lang":"en","type":"article","venue":"2012 Annual Meeting","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Contamination; Distribution (mathematics); Environmental science; Risk analysis (engineering); Computer science; Biology; Ecology; Business; Mathematics","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":[0.001669167,0.0001211934,0.0001408397,0.00005177939,0.0001549107,0.00002968274,0.0001957214,0.0000585012,0.00001198101],"category_scores_gemma":[0.0001575977,0.00008786604,0.0000141762,0.0002287503,0.00003064741,0.0004806288,0.00009247204,0.0001155534,0.00001070953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006247309,"about_ca_system_score_gemma":0.00002223483,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1314928,"about_ca_topic_score_gemma":0.1806868,"domain_scores_codex":[0.9986948,0.0001419671,0.0002934469,0.000172179,0.0002454698,0.0004521702],"domain_scores_gemma":[0.999521,0.00004920787,0.0001240135,0.0001406912,0.00002737146,0.0001376709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001779261,0.0005283593,0.7262227,0.00004851762,0.0001623905,0.00001280649,0.0401191,0.173935,0.003624923,0.0001782618,0.002036235,0.05295376],"study_design_scores_gemma":[0.0008180619,0.0003082321,0.672322,0.0015081,0.00007872409,0.000006160194,0.02642832,0.27779,0.008079727,0.00001509934,0.01167709,0.0009685185],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944118,0.00001711198,0.002804897,0.00004051091,0.00007641418,0.0004503213,0.0000450416,0.00004636201,0.002107534],"genre_scores_gemma":[0.9990837,9.099404e-7,0.0006770177,0.00003945745,0.00002448023,0.00005491971,0.00005853862,0.00001162005,0.00004937011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.103855,"threshold_uncertainty_score":0.8742906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01666926034044924,"score_gpt":0.2537858926103239,"score_spread":0.2371166322698746,"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."}}