{"id":"W4256108834","doi":"10.1007/978-3-319-90569-3_21","title":"Geological, Geochemical, and Microbial Factors Affecting Coalbed Methane","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Coal Properties and Utilization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Coalbed methane; Geology; Geochemistry; Earth science; Methane; Mining engineering; Petroleum engineering; Engineering; Coal; Waste management; Chemistry; Coal mining","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":[0.00005902995,0.0002707736,0.0001203225,0.0002499655,0.0001401173,0.0005568861,0.0002995387,0.0002063664,0.008318756],"category_scores_gemma":[0.00008941736,0.0001255035,0.0001155174,0.0005699997,0.0001971942,0.0003450117,0.0001897308,0.0003032742,0.001783244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002634753,"about_ca_system_score_gemma":0.0002191579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001626091,"about_ca_topic_score_gemma":0.005341118,"domain_scores_codex":[0.999975,0.000003423093,9.620937e-7,0.000005065714,0.00001331403,0.000002270071],"domain_scores_gemma":[0.9999686,0.00002163163,0.000002335773,0.000001482243,0.000004157251,0.000001628428],"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":[0.0001891604,0.0002172859,0.006999937,0.001214864,0.00003301516,0.0008212311,0.0004101631,0.01060889,0.1059429,0.06819815,0.04235584,0.7630087],"study_design_scores_gemma":[0.000009421615,0.0003192118,0.08758096,0.0005541071,0.00004733505,0.001775229,0.0006626318,0.01300713,0.08450454,0.05811943,0.7533712,0.00004886026],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1266066,0.1602309,0.02481691,0.001996541,0.001233422,0.00009930938,0.002920208,0.000410083,0.6816861],"genre_scores_gemma":[0.2281952,0.08787766,0.009882003,0.0004587965,0.0004773985,0.00005324315,0.00259932,0.000125986,0.6703303],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008318756,"threshold_uncertainty_score":0.02782899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02419310159428552,"score_gpt":0.1940719534159416,"score_spread":0.1698788518216561,"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."}}