{"id":"W3118408380","doi":"10.20944/preprints202101.0275.v1","title":"Historical Review of Faba Bean Improvement in Western Canada","year":2021,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Genetic and Environmental Crop Studies","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Saskatchewan Pulse Growers; Western Grains Research Foundation","keywords":"Vicia faba; Germplasm; Agroecology; Agronomy; Biology; Crop; Biotechnology; Geography; Agroforestry; Ecology; Agriculture","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002598052,0.0002116416,0.000518935,0.000006295108,0.00003856855,0.000004103783,0.0003703205,0.00009816603,0.0008537992],"category_scores_gemma":[0.0000551025,0.00009933949,0.0001355826,0.00008498606,0.00003368244,0.00001522502,0.001832901,0.0002855866,0.00001326817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006220117,"about_ca_system_score_gemma":0.00005705036,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5284528,"about_ca_topic_score_gemma":0.4684483,"domain_scores_codex":[0.9982714,0.00007320513,0.0005279667,0.0005541165,0.0003444913,0.0002288137],"domain_scores_gemma":[0.99944,0.00003479873,0.0002210392,0.0001932551,0.00003344592,0.00007747311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003835385,0.0001065726,0.970994,0.0009996315,0.00002806482,0.00001173737,0.00006336726,0.000009627791,0.02113093,6.354517e-7,0.0002425002,0.006409123],"study_design_scores_gemma":[0.00004743149,0.00002445392,0.9688248,0.001341376,0.00002261707,0.000001109292,0.0001540525,4.612081e-7,0.005248554,0.00001371933,0.0241266,0.0001948223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801898,0.01617323,3.449962e-7,0.00206677,0.000302084,0.0003465107,0.00001812594,0.000009138211,0.0008939825],"genre_scores_gemma":[0.9798396,0.01866369,0.00001551084,0.0004220791,0.0000613778,0.00007142837,0.00004595964,0.000001375449,0.0008789421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06000442,"threshold_uncertainty_score":0.9348503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08051433660702496,"score_gpt":0.2635811807380568,"score_spread":0.1830668441310318,"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."}}