{"id":"W4239608812","doi":"10.20944/preprints201908.0218.v1","title":"Retrospective and Prospective Look at Aflatoxin Research and Development from a Practical Standpoint","year":2019,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Mycotoxins in Agriculture and Food","field":"Agricultural and Biological Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Business; Aflatoxin; Developing country; Agriculture; Politics; Subsistence agriculture; Political science; Environmental planning; Economic growth; Biotechnology; Geography; Economics; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001279532,0.0004564494,0.0006257647,0.00003873902,0.000462106,0.0001295436,0.0003579251,0.000653613,0.001305307],"category_scores_gemma":[0.0003863853,0.0001955488,0.00008130649,0.0002034188,0.000319078,0.0001341182,0.005600679,0.001736394,0.0007221347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005756398,"about_ca_system_score_gemma":0.00009175607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004019613,"about_ca_topic_score_gemma":0.001049823,"domain_scores_codex":[0.9958043,0.0002931892,0.0004812506,0.001968593,0.0008503533,0.0006022972],"domain_scores_gemma":[0.9982784,0.0004556805,0.0002500265,0.0003340273,0.0003857037,0.0002961307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002726903,0.0002345169,0.9336125,0.00004338857,0.0001867677,0.00002586463,0.001901339,8.161293e-7,0.06205228,0.000717462,0.0002840767,0.0006682678],"study_design_scores_gemma":[0.0002642461,0.0001552122,0.9383286,0.0001660602,0.00002318819,0.00001876817,0.0006516512,0.000006315414,0.04056942,0.009059645,0.01028919,0.0004677371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877325,0.0005423328,0.000003895796,0.001256479,0.0002137062,0.001678012,0.0001444974,0.0001065309,0.008322103],"genre_scores_gemma":[0.9958351,0.0005247087,0.0004376869,0.00006419815,0.0003533502,0.0002512263,0.000146704,0.000005210459,0.002381773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02148286,"threshold_uncertainty_score":0.9996076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1905394170040675,"score_gpt":0.3637889512302077,"score_spread":0.1732495342261403,"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."}}