{"id":"W2244943322","doi":"","title":"Modeling extremes of wheat and maize crop performance in the tropics. Proceedings of a Workshop, CIMMYT, El Batán, Mexico, 19-22 April 1999.","year":2000,"lang":"en","type":"article","venue":"","topic":"Crop Yield and Soil Fertility","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Crop; Tropics; Agronomy; Zea mays; Yield (engineering); Crop yield; Crop simulation model; Poaceae; Environmental science; Geography; Biology; Ecology","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":[0.0002822508,0.0001062202,0.0001919238,0.00001011518,0.00008439866,0.00003359226,0.0002303814,0.00007249808,0.0005290009],"category_scores_gemma":[0.00001912082,0.00003301363,0.00005616544,0.0002308223,0.0000885598,0.0001335276,0.00003719659,0.000109024,0.00000108345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007650154,"about_ca_system_score_gemma":0.000004714092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008514391,"about_ca_topic_score_gemma":0.0005418088,"domain_scores_codex":[0.9991189,0.00001398307,0.0002844487,0.0002009781,0.0001939632,0.0001877751],"domain_scores_gemma":[0.9997689,0.00006834336,0.00003481567,0.00004127719,0.00004682174,0.00003989483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008067304,0.0006288886,0.4167589,0.0002046747,0.00002528858,0.000002016175,0.004405877,0.0004347659,0.0942837,0.001336065,0.0009291251,0.480184],"study_design_scores_gemma":[0.0006399043,0.0004056027,0.8849772,0.0001670485,0.00002562157,0.00001420343,0.007096084,0.09510753,0.005793277,0.001834493,0.003532449,0.0004066428],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901871,0.0003650887,0.000001728896,0.0008629601,0.00001194665,0.0001442748,0.000003326717,0.00001449888,0.008409059],"genre_scores_gemma":[0.9988131,0.000474025,0.00005151592,0.0001575566,0.00003969434,0.000006970903,0.0000019691,5.528624e-7,0.0004546078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4797774,"threshold_uncertainty_score":0.5792189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02595391514237378,"score_gpt":0.2226537037111065,"score_spread":0.1966997885687327,"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."}}