{"id":"W3198035187","doi":"10.1094/pdis-01-21-0051-re","title":"Classification Methods and Identification of Reniform Nematode Resistance in Known Soybean Cyst Nematode-Resistant Soybean Genotypes","year":2021,"lang":"en","type":"article","venue":"Plant Disease","topic":"Nematode management and characterization studies","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Germplasm; Soybean cyst nematode; Nematode; Genotype; Resistance (ecology); Genotyping; Reproduction; Host (biology)","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":[0.0003253563,0.0001280093,0.0002209062,0.00003016585,0.0001408954,0.00007581218,0.000119083,0.0000369525,0.00005693239],"category_scores_gemma":[0.0001146975,0.00006587282,0.00005168209,0.0003463223,0.00005589324,0.0001512294,0.00007707652,0.00004930869,0.000006589596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001637714,"about_ca_system_score_gemma":0.00001346091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001855141,"about_ca_topic_score_gemma":0.0008070499,"domain_scores_codex":[0.9987334,0.0001333547,0.0004521938,0.0003289856,0.0001864078,0.0001656315],"domain_scores_gemma":[0.9993483,0.000138124,0.0002267344,0.0001090023,0.00008959154,0.00008819529],"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":[0.0003124614,0.0002391415,0.02436081,0.0003800427,0.00003879197,0.0000446798,0.0003664715,0.000001209268,0.9448203,0.02482915,0.0006535712,0.003953361],"study_design_scores_gemma":[0.0001942824,0.00001089601,0.9839264,0.0001168855,0.00005436078,0.000001381136,0.0009915821,0.0003303553,0.006333657,0.003458953,0.004375054,0.0002062427],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950523,0.001589149,0.0001093977,0.001680599,0.00007170092,0.0002228254,0.0003056168,0.00004364017,0.0009248043],"genre_scores_gemma":[0.9978894,0.000378532,0.0002840997,0.00007121805,0.00003999998,0.00003440949,0.0007172998,0.000001670967,0.0005833773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9595655,"threshold_uncertainty_score":0.2686216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02758118411712401,"score_gpt":0.2750068484507354,"score_spread":0.2474256643336114,"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."}}