{"id":"W3136039494","doi":"10.1002/leg3.83","title":"Dielectric heating‐assisted disinfestation of black gram and its effect on protein profile: A comparative study on radio frequency and microwave heating","year":2021,"lang":"en","type":"article","venue":"Legume Science","topic":"Insect Pest Control Strategies","field":"Agricultural and Biological Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Vigna; Infestation; Callosobruchus chinensis; Pupa; Horticulture; Larva; Biology; Point of delivery; Microwave; Radio frequency; Gram; Animal science; PEST analysis; Materials science; Botany","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005033537,0.0001613019,0.0002547865,0.00003420553,0.0003929342,0.000182834,0.0001385395,0.00003815575,0.000009764197],"category_scores_gemma":[0.0002741745,0.00006963879,0.00002584351,0.001020858,0.0002641163,0.0002394395,0.00004457698,0.0001464704,0.000003453972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004170681,"about_ca_system_score_gemma":0.00004112119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001788911,"about_ca_topic_score_gemma":0.0001989078,"domain_scores_codex":[0.9984173,0.0002513527,0.0002165958,0.0004856572,0.0003531479,0.0002759182],"domain_scores_gemma":[0.9992359,0.0003276737,0.0001345565,0.00006226437,0.0001662574,0.00007339677],"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":[0.00004040034,0.0001508414,0.00409853,0.00001619442,0.000005987069,0.000008064982,0.000952745,0.000003521657,0.9863425,0.001718942,9.875607e-7,0.006661281],"study_design_scores_gemma":[0.0004017864,0.005512347,0.7475134,0.0001140145,0.00001162916,0.00001094506,0.001201652,0.001193972,0.2435547,0.0003081285,0.000001398739,0.0001760813],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964517,0.0000882075,0.000001341815,0.0001573753,0.00003121251,0.000963197,0.000008374835,0.00002970591,0.002268871],"genre_scores_gemma":[0.999758,0.000001723877,0.00008634819,0.00003155661,0.00003073182,0.00003879681,0.00000474515,8.841845e-7,0.00004718714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7434148,"threshold_uncertainty_score":0.3022172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02493687170381908,"score_gpt":0.2707036638953561,"score_spread":0.245766792191537,"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."}}