{"id":"W655608914","doi":"","title":"Selection for chilling and freezing resistance in common bean","year":2002,"lang":"en","type":"article","venue":"University Library - University of Saskatchewan (University of Saskatchewan)","topic":"Plant pathogens and resistance mechanisms","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Saskatchewan Pulse Growers; Oregon State University","keywords":"Selection (genetic algorithm); Resistance (ecology); Biology; Computer science; Agronomy; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000146823,0.0002275304,0.0004952414,0.0001553686,0.0005769841,0.00001556825,0.0005646677,0.0002541769,0.0004282391],"category_scores_gemma":[0.000003781248,0.0002039031,0.0002098431,0.0007000007,0.0003118968,0.0009590306,0.0002242839,0.0002128146,0.000003888214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007356396,"about_ca_system_score_gemma":0.0000397055,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005514641,"about_ca_topic_score_gemma":0.1425761,"domain_scores_codex":[0.9986472,0.0001136511,0.0001588723,0.0005019177,0.0002085706,0.0003697616],"domain_scores_gemma":[0.999157,0.0002015394,0.0002885156,0.0001119987,0.00006524066,0.0001756727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.005353401,0.001792925,0.1103162,0.001036432,0.0005544472,0.0006965047,0.264207,0.0002554489,0.5665426,0.001152725,0.002714365,0.04537785],"study_design_scores_gemma":[0.002768656,0.0004942076,0.02583877,0.0004281373,0.0001788589,0.0000100607,0.9452283,0.001665358,0.003906232,0.001177859,0.01745127,0.0008522446],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966089,0.0001827941,0.0004065956,0.0008623311,0.00004384897,0.0003345186,0.0006289519,0.00009623561,0.0008358483],"genre_scores_gemma":[0.9822333,0.0003325685,0.008045103,0.00002394811,0.00002790037,1.694488e-8,0.00009646861,0.000003574407,0.009237151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6810213,"threshold_uncertainty_score":0.8730696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01024571093997526,"score_gpt":0.1455353210277207,"score_spread":0.1352896100877454,"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."}}