{"id":"W4400400211","doi":"10.1016/b978-0-443-15742-4.00079-x","title":"Biorefining Under Methane Atmosphere","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Biorefining; Atmosphere (unit); Methane; Environmental science; Atmospheric methane; Astrobiology; Chemistry; Waste management; Engineering; Meteorology; Geography; Physics; Organic chemistry; Biofuel","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007674774,0.000643036,0.0002556801,0.0005450415,0.0002960759,0.0006662739,0.000336201,0.0003540134,0.01232761],"category_scores_gemma":[0.00005558113,0.0001984315,0.0002261537,0.0008603983,0.0001741037,0.0008295453,0.0004410469,0.000548249,0.005961038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005385895,"about_ca_system_score_gemma":0.0002110067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001537611,"about_ca_topic_score_gemma":0.003079432,"domain_scores_codex":[0.9999415,0.00000269172,0.000002201946,0.000009755613,0.00003408019,0.000009898833],"domain_scores_gemma":[0.9999896,0.000002746544,0.000001023521,0.000001846392,0.000003488675,0.000001297457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006278072,0.00009849141,0.000135945,0.0006756379,0.000009713784,0.0004613027,0.000162273,0.001859134,0.2720877,0.02225906,0.01592109,0.6862669],"study_design_scores_gemma":[0.00000570009,0.00009942039,0.001289232,0.0002122787,0.000009912533,0.0006655563,0.00008828762,0.001783052,0.1980154,0.01178739,0.7860287,0.0000151251],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04111581,0.06793715,0.02415071,0.0009126301,0.001393272,0.00005532903,0.0004687488,0.0007673823,0.8631991],"genre_scores_gemma":[0.07586756,0.04111939,0.008232169,0.0002317336,0.0001378784,0.00003548935,0.0006360894,0.0001949996,0.8735448],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01232761,"threshold_uncertainty_score":0.04123998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01578234821418691,"score_gpt":0.2155274466266667,"score_spread":0.1997450984124798,"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."}}