{"id":"W4401882504","doi":"10.32634/0869-8155-2024-385-8-150-154","title":"The use of breeding indices when estimating winter durum wheat productivity","year":2024,"lang":"en","type":"article","venue":"Agrarian science","topic":"Genetics and Plant Breeding","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Productivity; Agronomy; Environmental science; Agricultural economics; Agricultural engineering; Biology; Engineering; Economics","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":[0.000935084,0.00008193504,0.0000788297,0.00002134634,0.000556133,0.0007987719,0.0004450083,0.0000266614,0.00002938567],"category_scores_gemma":[0.000252939,0.00002481544,0.00004052627,0.0005980611,0.0003439729,0.0005114318,0.0001545694,0.00008877645,0.000009408689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001151572,"about_ca_system_score_gemma":0.00002299254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002420823,"about_ca_topic_score_gemma":0.0003543498,"domain_scores_codex":[0.9988781,0.00002324659,0.0001584277,0.0003166915,0.0003424213,0.0002811658],"domain_scores_gemma":[0.9993408,0.0004140101,0.00005429614,0.00006494785,0.00006122415,0.00006467739],"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":[0.000004092737,0.000009666482,0.008787318,0.00001084926,0.000005599879,0.000003072661,0.0005446184,0.00003596475,0.7565452,0.001734123,0.001773857,0.2305456],"study_design_scores_gemma":[0.0001466528,0.001042904,0.4967548,0.001029764,0.00007203982,0.0002202602,0.001790886,0.08437707,0.1203948,0.01737118,0.2756802,0.001119454],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941165,0.0001733047,0.00005382914,0.004104332,0.000814795,0.000107901,0.00002149158,0.00003907433,0.0005688012],"genre_scores_gemma":[0.9977732,0.000008280249,0.001726424,0.00003332932,0.0002346803,0.000002781039,0.000002477365,4.128967e-7,0.0002183974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6361505,"threshold_uncertainty_score":0.7702575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07810404869366866,"score_gpt":0.23565671573455,"score_spread":0.1575526670408814,"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."}}