{"id":"W4406187543","doi":"10.1163/23524588-00001368","title":"Brewery waste as a sustainable protein source for the banded cricket (Gryllodes sigillatus)","year":2025,"lang":"en","type":"article","venue":"Journal of Insects as Food and Feed","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Cricket; Fish meal; Brewing; Biology; Food science; Fish <Actinopterygii>; Fishery; Ecology; Fermentation","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":[0.0004947923,0.0001245778,0.0002035977,0.00003799292,0.0004705436,0.0001767924,0.0001771872,0.00008880944,0.0000560329],"category_scores_gemma":[0.0004804585,0.00004015,0.0001306174,0.0003360464,0.00005485609,0.0001422869,0.00005037192,0.0001461049,0.000001247457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000225117,"about_ca_system_score_gemma":0.00005406732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008765879,"about_ca_topic_score_gemma":0.00004889536,"domain_scores_codex":[0.9991252,0.00007598274,0.0002548048,0.0001224563,0.0001664361,0.0002550713],"domain_scores_gemma":[0.9989874,0.00041524,0.0001826756,0.00004105072,0.0002956157,0.00007800341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004413133,0.0005342619,0.001369216,0.0005061941,0.0006423195,0.00005592763,0.002239972,0.0001725738,0.7647939,0.04079813,0.01669579,0.1677786],"study_design_scores_gemma":[0.007111719,0.02060472,0.03063473,0.0009707406,0.0003941579,0.0004696744,0.03648464,0.001678408,0.2551814,0.04929104,0.5960554,0.001123304],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926165,0.001057044,0.00008818385,0.003120045,0.0001395106,0.0004970582,0.000002798582,0.00001604752,0.002462844],"genre_scores_gemma":[0.9936664,0.00006636005,0.0000225346,0.001178683,0.00023414,0.0000139018,0.000001839386,0.000001364743,0.004814852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5793597,"threshold_uncertainty_score":0.3619089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008014444916433829,"score_gpt":0.2223743816931841,"score_spread":0.2143599367767503,"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."}}