{"id":"W7125024425","doi":"10.21428/23398f7c.15ec6a98","title":"Develop and assess designs for methane removal bioreactors","year":2025,"lang":"en","type":"article","venue":"","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Resolute Forest Products (Canada); University of Alberta","funders":"","keywords":"Bioreactor; Methane; Production (economics); Biomass (ecology)","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":[0.005292172,0.001342531,0.0006917571,0.0009265088,0.0006342306,0.002284077,0.001740078,0.00170811,0.001564705],"category_scores_gemma":[0.004273732,0.0004745172,0.0007747344,0.0003689866,0.0005368213,0.001860893,0.001401677,0.0008704479,0.001168639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003499873,"about_ca_system_score_gemma":0.003176698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003089959,"about_ca_topic_score_gemma":0.004731945,"domain_scores_codex":[0.9979406,0.000437727,0.0001129043,0.0002164698,0.001061131,0.0002311372],"domain_scores_gemma":[0.9981085,0.0002918484,0.0004040285,0.0002275456,0.0008540095,0.0001139126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008635423,0.001520541,0.01753946,0.001985928,0.0001630002,0.0001548117,0.0002396265,0.1500032,0.5777814,0.005701391,0.002053852,0.2419932],"study_design_scores_gemma":[0.0003786383,0.01028364,0.01316776,0.000363532,0.0002532888,0.0001655237,0.0007894692,0.1432956,0.7882006,0.004819685,0.03816606,0.0001161368],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6599264,0.005786386,0.3046708,0.001802766,0.0001853752,0.00292054,0.001482463,0.001253395,0.02197182],"genre_scores_gemma":[0.6938524,0.004414445,0.2892287,0.0003698863,0.00006616208,0.001342952,0.001275365,0.000153269,0.009296873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005292172,"threshold_uncertainty_score":0.02798802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03952576539222803,"score_gpt":0.2721630179087153,"score_spread":0.2326372525164873,"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."}}