{"id":"W7057325366","doi":"","title":"Innovations and Challenges in Black Soldier Fly Farming: Infrastructure, Automation, and Waste Valorization","year":2025,"lang":"en","type":"article","venue":"Open Repository and Bibliography (University of Liège)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Waterloo","funders":"","keywords":"Hermetia illucens; Sustainability; Process (computing); Agriculture; Sustainable development; Production (economics); Organic farming; Bioplastic","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":[0.0001491963,0.00007357148,0.000125944,0.003151933,0.0002013872,0.00009328894,0.0001232473,0.0000364765,0.00029794],"category_scores_gemma":[2.176275e-7,0.00008318641,0.00001838673,0.003451934,0.0001556945,0.0001593539,0.000282081,0.00007348434,1.45615e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001307916,"about_ca_system_score_gemma":0.0000301249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001419508,"about_ca_topic_score_gemma":0.00002974128,"domain_scores_codex":[0.9994642,0.00004796285,0.0001140555,0.0002003296,0.00008650745,0.00008698805],"domain_scores_gemma":[0.9996299,0.00004293294,0.00007269348,0.0001116361,0.0001059507,0.00003688555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003041667,0.0000573591,0.9484937,0.0001108278,0.00006295744,0.00000189087,0.0006595353,0.000004176941,0.002342637,0.01752187,0.00242377,0.02829088],"study_design_scores_gemma":[0.0007720034,0.00005026155,0.9869366,0.00007729843,0.0000262992,4.540128e-7,0.006577215,0.0008491135,0.0002370113,0.001252195,0.003128203,0.00009338409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9274247,0.000337334,0.0005178681,0.001494729,0.00003358972,0.0003246908,0.000006710005,0.00000722487,0.06985313],"genre_scores_gemma":[0.996993,0.001553099,0.0005723885,0.000009400195,0.00001048218,0.000001094518,0.000007475348,0.000001982809,0.000851087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06956828,"threshold_uncertainty_score":0.3392243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01898749082781433,"score_gpt":0.2398786585026121,"score_spread":0.2208911676747978,"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."}}