{"id":"W6982455935","doi":"","title":"Improving leach bed reactor design for medium-chain fatty acid production from food waste at room-temperature.","year":2023,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Policing Practices and Perceptions","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Blackberry (Canada)","funders":"Mitacs","keywords":"Acidogenesis; Food waste; Anaerobic digestion; Biogas; Fossil fuel; Renewable energy; Biofuel; Natural gas; Bioreactor","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006714029,0.0002443249,0.0003794872,0.0002433111,0.001264882,0.00006795251,0.000405508,0.0005664045,0.0001013765],"category_scores_gemma":[0.0002542522,0.0002872022,0.0002227904,0.0002957793,0.0001050261,0.0005283586,0.0000558379,0.0003283642,0.00004215389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000335175,"about_ca_system_score_gemma":0.0002936614,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3892035,"about_ca_topic_score_gemma":0.8261364,"domain_scores_codex":[0.9981392,0.0002790068,0.0001576975,0.0005543181,0.0004487615,0.0004209884],"domain_scores_gemma":[0.9985754,0.0002252632,0.0004645177,0.0003060005,0.0002749808,0.0001538523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004260451,0.00005457984,0.00009781794,0.0001503704,0.0001631584,0.000002470756,0.7024997,0.00003109123,0.2879619,0.00004196032,0.006932782,0.001638072],"study_design_scores_gemma":[0.0005766818,0.0002526782,0.002326191,0.0002177676,0.0004736626,4.272581e-7,0.9563824,0.00008308485,0.03758762,0.0002033228,0.001390747,0.0005054281],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9936559,0.00004519478,0.00004738713,0.002976196,0.001823088,0.0009078557,0.0002928453,0.0001682344,0.00008332609],"genre_scores_gemma":[0.3952576,0.0006968097,0.005302663,0.00002962022,0.001552219,0.00001215813,0.003532525,0.0001027113,0.5935137],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5983983,"threshold_uncertainty_score":0.999958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03834862219529059,"score_gpt":0.2693765651773119,"score_spread":0.2310279429820213,"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."}}