{"id":"W4205218898","doi":"10.1002/agg2.20231","title":"The impact of cultivar development and cultural practices on Louisiana rice yield","year":2022,"lang":"en","type":"article","venue":"Agrosystems Geosciences & Environment","topic":"Rice Cultivation and Yield Improvement","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"National Institute of Food and Agriculture","keywords":"Cultivar; Yield (engineering); Oryza sativa; Agronomy; Horticulture; 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":[],"consensus_categories":[],"category_scores_codex":[0.0007556078,0.0001453818,0.0001363922,0.0000147778,0.001258245,0.00009305254,0.0003643742,0.00002512705,0.0001870494],"category_scores_gemma":[0.00007590751,0.00004436778,0.00006871689,0.0002497345,0.0001221499,0.0001445118,0.0002156581,0.0001210323,0.00001281451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001296819,"about_ca_system_score_gemma":0.00001626895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001609329,"about_ca_topic_score_gemma":0.0000576228,"domain_scores_codex":[0.9983609,0.0001216375,0.0003144764,0.0003356205,0.0005935992,0.0002737931],"domain_scores_gemma":[0.9989175,0.0003748662,0.0005208237,0.00008727592,0.00001388762,0.00008565914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000112725,0.0007203935,0.03600363,0.00001744167,0.00009399824,0.000005541488,0.003688154,0.0007239903,0.8483979,0.001088968,0.002606597,0.1065407],"study_design_scores_gemma":[0.0002170321,0.001857426,0.7717165,0.0000233068,0.00001120888,0.00001774015,0.02037828,0.0004168542,0.008272633,0.00003687184,0.1966933,0.0003589177],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973074,0.0003255557,0.000002709716,0.0009031054,0.0001366803,0.000360326,0.00001696335,0.00001357131,0.0009337505],"genre_scores_gemma":[0.9984452,0.0001020411,0.00002913637,0.00009107208,0.00004777918,0.00009071168,0.000009782049,7.305094e-7,0.001183535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8401253,"threshold_uncertainty_score":0.9677528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03814915081475944,"score_gpt":0.2529112808596369,"score_spread":0.2147621300448774,"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."}}