{"id":"W2588853288","doi":"","title":"Winter-Hardy Spring Wheat Breeding: Analysis of Winter x Spring Wheat Germplasm and the Development of Selection Tools","year":2012,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Spring (device); Germplasm; Agronomy; Selection (genetic algorithm); Winter wheat; Biology; Geography; Engineering; Computer science; Artificial intelligence","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":[0.0004484273,0.0001410104,0.0004292931,0.00007180871,0.0002337782,0.00001415312,0.0003255844,0.0001458916,0.0002083647],"category_scores_gemma":[0.000009655507,0.00005938847,0.000254012,0.0003880067,0.0001322438,0.00007286912,0.0001047673,0.0001389188,0.000001996438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001735022,"about_ca_system_score_gemma":0.00001339955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006988588,"about_ca_topic_score_gemma":0.01214141,"domain_scores_codex":[0.9991697,0.0000774188,0.0002276608,0.0001829456,0.0001759643,0.0001663238],"domain_scores_gemma":[0.9993036,0.0001502809,0.0002959992,0.00007321842,0.0001388257,0.00003805293],"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":[0.0003670375,0.00003380435,0.01886293,0.00005422638,0.0005251453,4.253185e-7,0.004139232,0.00001216849,0.9634731,0.0001146474,0.00002602257,0.0123913],"study_design_scores_gemma":[0.0002144983,0.00008404247,0.9838875,0.0000526056,0.000993753,0.000001301735,0.004905804,0.00006454803,0.008904551,0.00002262403,0.0007463503,0.000122415],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979594,0.0003815267,0.00002629445,0.000171113,0.0001307276,0.0001498451,0.00001647293,0.000007496924,0.001157157],"genre_scores_gemma":[0.9986328,0.0001490384,0.0001417299,0.000005428416,0.00006085839,3.416917e-7,0.00004648588,0.000001292736,0.0009620177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9650246,"threshold_uncertainty_score":0.6775191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02463930193895171,"score_gpt":0.2163389989664061,"score_spread":0.1916996970274544,"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."}}