{"id":"W2158124591","doi":"10.2139/ssrn.989768","title":"A Multi-Factorial Risk Prioritization Framework for Food-Borne Pathogens","year":2007,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Risk Perception and Management","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Guelph","funders":"","keywords":"Prioritization; Risk analysis (engineering); Factorial; Factorial experiment; Factorial analysis; Computer science; Business; Statistics; Mathematics; Process management","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005404808,0.0001061879,0.0001203907,0.0001108709,0.0009998329,0.0001106469,0.0002134285,0.0001559016,0.00006784817],"category_scores_gemma":[0.000694853,0.0001027211,0.0001433904,0.0002304583,0.00006171748,0.0001775853,0.00001680158,0.0008652839,0.00002342586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001122202,"about_ca_system_score_gemma":0.0008849783,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001847198,"about_ca_topic_score_gemma":0.02416386,"domain_scores_codex":[0.9972346,0.000135226,0.0002635704,0.0001782484,0.000358729,0.001829632],"domain_scores_gemma":[0.9992698,0.0001292597,0.0002046357,0.0001013956,0.0001565008,0.000138445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007818663,0.00009637231,0.001950519,0.000002397659,0.00008072102,6.562646e-7,0.00554625,0.00001633965,0.0001168661,0.8962058,0.0002558857,0.09565002],"study_design_scores_gemma":[0.001410339,0.0005231858,0.006920204,0.00001721582,0.0000820659,0.000005067009,0.02280272,0.00006473679,0.00002345717,0.6618865,0.3059846,0.0002799241],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04913129,0.0003617944,0.9469854,0.0007540557,0.00160062,0.0004193166,0.000009384244,0.00006723691,0.0006709126],"genre_scores_gemma":[0.972228,0.008753628,0.01417851,0.0001344109,0.003272333,0.000009671578,0.000005160568,0.00002242404,0.001395847],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9328069,"threshold_uncertainty_score":0.9936426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0208361928609168,"score_gpt":0.3333109403806,"score_spread":0.3124747475196832,"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."}}