{"id":"W4391003753","doi":"10.1016/j.wasman.2024.01.010","title":"Characterization of hatchery residues for on farm implementation of circular waste management practices","year":2024,"lang":"en","type":"article","venue":"Waste Management","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sydney Steel (Canada); Université Laval; Ministère de l'Agriculture, des Pêcheries et de l'Alimentation","funders":"","keywords":"Mesophile; Dry matter; Organic matter; Hatchery; Chemistry; Lactic acid; Neutral Detergent Fiber; Food science; Pulp and paper industry; Environmental science; Bacteria; Biology; 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":[0.0003526642,0.0001121513,0.0001285966,0.00005922057,0.00006333199,0.00005672347,0.0001281095,0.0000330674,0.00008321408],"category_scores_gemma":[0.000004528972,0.00005475555,0.00008277004,0.0003202867,0.00001707205,0.00009564263,0.00005968404,0.00002963391,0.000005946024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002681677,"about_ca_system_score_gemma":0.000002562806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004017504,"about_ca_topic_score_gemma":0.00009294086,"domain_scores_codex":[0.999013,0.00004948008,0.0002826482,0.0002533899,0.000248929,0.0001525673],"domain_scores_gemma":[0.9995571,0.00005438353,0.0002448843,0.00007323084,0.00004603505,0.00002436683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001264231,0.0001785302,0.0005790418,0.002647608,0.0003015237,0.00001025768,0.0004627817,0.00009634308,0.4443516,0.03224809,0.0003520397,0.5186458],"study_design_scores_gemma":[0.001371182,0.002053417,0.08760644,0.001343298,0.000610118,0.00000209706,0.02644593,0.003515719,0.7394597,0.001610808,0.1352671,0.0007141988],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944802,0.0000519095,0.000405248,0.0005052224,0.0002739132,0.001071721,0.0000572862,0.0000474216,0.003107114],"genre_scores_gemma":[0.9980536,0.0002065204,0.000129036,0.0001355785,0.0001034142,0.0001009137,0.0004053369,0.000002469248,0.0008631005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5179316,"threshold_uncertainty_score":0.2232867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02952399299694981,"score_gpt":0.2849002967036837,"score_spread":0.2553763037067339,"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."}}