{"id":"W4416145347","doi":"10.1163/23524588-bja10321","title":"An innovative strategy to accurately quantify protein content in insect meals","year":2025,"lang":"","type":"article","venue":"Journal of Insects as Food and Feed","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Nitrogen; Non-protein nitrogen; Trichloroacetic acid; Mealworm; Protein quality; Kjeldahl method; Essential amino acid; Conversion factor","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001230553,0.0003767542,0.0007552363,0.000352514,0.0002640597,0.0004380147,0.0004141664,0.0003147576,0.0001511282],"category_scores_gemma":[0.0006836573,0.0001781203,0.0001186408,0.002590819,0.0001173259,0.0004912051,0.00008732597,0.0006081552,0.000006954752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009903716,"about_ca_system_score_gemma":0.0002860337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000868073,"about_ca_topic_score_gemma":0.00172931,"domain_scores_codex":[0.996897,0.0005855498,0.001219221,0.0003998305,0.0003977765,0.0005006687],"domain_scores_gemma":[0.9976449,0.0002097628,0.0006385427,0.00009470024,0.001086395,0.0003256728],"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":[0.002992739,0.0009354581,0.005076936,0.0001239115,0.000165985,0.00009970818,0.002334744,0.0000736685,0.9110562,0.01059516,0.0002040332,0.0663415],"study_design_scores_gemma":[0.005221492,0.06339881,0.7540426,0.002785028,0.00006748462,0.0001595752,0.009276318,0.0002800188,0.1573194,0.003587132,0.002870141,0.0009920081],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936136,0.0008904954,0.00001590771,0.002221989,0.0004989107,0.0009541403,0.00002204015,0.00001358104,0.001769322],"genre_scores_gemma":[0.9972703,0.0001617864,0.00004257404,0.002024029,0.0002128823,0.00001256301,0.000006014617,0.000003687516,0.0002661499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7537367,"threshold_uncertainty_score":0.7263537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1174403332371015,"score_gpt":0.3322272840979263,"score_spread":0.2147869508608247,"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."}}