{"id":"W2102914407","doi":"10.2118/08-07-48","title":"Type Curves for Dry CBM Reservoirs With Equilibrium Desorption","year":2008,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Coal Properties and Utilization","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Coalbed methane; Natural gas; Petroleum engineering; Methane; Reservoir simulation; Coal; Sorption; Permeability (electromagnetism); Geology; Desorption; Coal mining; Mineralogy; Chemistry; Adsorption","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008460945,0.00008737564,0.0001691734,0.001024479,0.00005083767,0.000007617795,0.0001654121,0.0001177823,0.00002826269],"category_scores_gemma":[0.000060355,0.00007346558,0.00003648477,0.0004902794,0.00005993808,0.0001666084,0.000007387848,0.0001879434,0.000004470399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000148995,"about_ca_system_score_gemma":0.0002058029,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007540657,"about_ca_topic_score_gemma":0.02481903,"domain_scores_codex":[0.9993799,0.000006053835,0.0002124882,0.00006422497,0.000096253,0.0002410184],"domain_scores_gemma":[0.999483,0.00001138204,0.00006231535,0.0001240448,0.0002017329,0.0001175465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001573122,0.0001625934,0.07317329,0.002406641,0.001296239,0.001433161,0.00069412,0.2288254,0.09080436,0.00786406,0.5537142,0.03805273],"study_design_scores_gemma":[0.00165899,0.002317418,0.004428823,0.0005214826,0.00008738969,0.001598885,0.0002639738,0.02829937,0.01061433,0.0007811396,0.9489301,0.000498021],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845408,0.006001635,0.003024695,0.004159282,0.0003776781,0.000112245,0.00000976506,0.0001039387,0.001669958],"genre_scores_gemma":[0.9972249,0.001219133,0.0009779066,0.00008820805,0.00008462236,0.000003689913,0.000003005011,0.00002671441,0.0003717796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3952159,"threshold_uncertainty_score":0.9929755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01839106866671558,"score_gpt":0.1940663594689794,"score_spread":0.1756752908022638,"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."}}