{"id":"W4322502019","doi":"10.3390/toxins15030174","title":"Abstracts of Presentations to the Working Session on Improving Predictive Modeling of Mycotoxin Risk for Africa Held at the 3rd ASM2022 on 7 September 2022, in Stellenbosch, South Africa","year":2023,"lang":"en","type":"article","venue":"Toxins","topic":"Mycotoxins in Agriculture and Food","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Joint Research Centre; European Commission; Nelson Mandela African Institution of Science and Technology; University of Greenwich","keywords":"Aflatoxin; Mycotoxin; Warning system; Geography; Risk assessment; Early warning system; Postharvest; Environmental health; Biotechnology; Business; Environmental protection; Environmental resource management; Environmental science; Engineering; Computer science; Biology; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004037734,0.001728025,0.001043885,0.0008526353,0.001025488,0.002353945,0.001012812,0.001393088,0.08308335],"category_scores_gemma":[0.005554256,0.0003324163,0.001061246,0.0005927404,0.0003310788,0.001301977,0.002393813,0.002199033,0.01168783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001604033,"about_ca_system_score_gemma":0.001361171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005556687,"about_ca_topic_score_gemma":0.00778596,"domain_scores_codex":[0.9992936,0.0002073776,0.00002720041,0.0001640423,0.0002080751,0.00009977145],"domain_scores_gemma":[0.9969566,0.001092302,0.0001213276,0.000104723,0.001112454,0.000612633],"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":[0.000699261,0.0002795203,0.001443635,0.0003214287,0.00009512674,0.000376097,0.0002927264,0.009584015,0.004370306,0.002007843,0.8729472,0.1075828],"study_design_scores_gemma":[0.00029273,0.0007975795,0.007043637,0.000642365,0.0001480396,0.0002250678,0.001349624,0.04730998,0.005428614,0.01423835,0.9223951,0.0001289585],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.08979422,0.05686904,0.334242,0.1740322,0.1624672,0.004123399,0.0275321,0.005328717,0.1456113],"genre_scores_gemma":[0.1663496,0.02691235,0.07335929,0.009216906,0.05981619,0.002012191,0.02254417,0.002265423,0.6375239],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08308335,"threshold_uncertainty_score":0.2779415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04846905074529576,"score_gpt":0.2544156029242129,"score_spread":0.2059465521789172,"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."}}