{"id":"W2102313699","doi":"10.2135/cropsci2008.11.0665","title":"Biplot Analysis of Genotype × Environment Interaction: Proceed with Caution","year":2009,"lang":"en","type":"article","venue":"Crop Science","topic":"Genetics and Plant Breeding","field":"Agricultural and Biological Sciences","cited_by":325,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture Food and Rural Development; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biplot; Computer science; Statistics; Biology; Genotype; Mathematics; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001428712,0.00004467471,0.00007237333,0.00003079539,0.0001361348,0.00003685002,0.0001485436,0.00001395849,0.0001136959],"category_scores_gemma":[0.000006877638,0.00001523909,0.00002322907,0.001004344,0.00009930043,0.00007818386,0.00001516509,0.00002766391,0.000005728776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000153421,"about_ca_system_score_gemma":0.000006476027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003561803,"about_ca_topic_score_gemma":0.00005621414,"domain_scores_codex":[0.9994237,0.000004357448,0.0000800788,0.0001664571,0.0002101596,0.0001151944],"domain_scores_gemma":[0.9998174,0.00001145999,0.00005768805,0.00002995867,0.00003857378,0.00004492362],"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":[0.0000116588,0.00002885437,0.008897609,5.204512e-7,0.000008055067,5.095584e-7,0.00008288332,0.0009816824,0.9601597,0.0001193769,0.000007728099,0.02970143],"study_design_scores_gemma":[0.00002380272,0.0003258952,0.9661325,0.000005012711,0.0000481845,0.000002642691,0.0001051588,0.002743393,0.02865986,0.00003835024,0.00184694,0.00006821467],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987561,0.00003756084,0.0000345419,0.0002782599,0.0000198312,0.0000425388,0.00000435059,0.000008243693,0.0008185756],"genre_scores_gemma":[0.9997049,0.00002085099,0.000157727,0.00004355808,0.00001944496,6.575416e-7,0.000005409617,9.662637e-8,0.00004736359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9572349,"threshold_uncertainty_score":0.124489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02315544473263119,"score_gpt":0.2111185541259575,"score_spread":0.1879631093933263,"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."}}