{"id":"W2106947860","doi":"10.1306/05190403088","title":"Seismic attribute-based characterization of coalbed methane reservoirs: An example from the Fruitland Formation, San Juan basin, New Mexico","year":2004,"lang":"en","type":"article","venue":"AAPG Bulletin","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Coalbed methane; Geology; Structural basin; Reservoir modeling; Geochemistry; Mining engineering; Petroleum engineering; Seismology; Geomorphology; Coal; Archaeology; Coal mining; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004720777,0.0001442722,0.0001978401,0.00006611452,0.0001500875,0.00006140432,0.0003611662,0.00007871598,0.002928399],"category_scores_gemma":[0.00005314631,0.0001052687,0.00005736789,0.0001947373,0.00008380605,0.0002061192,0.00001349256,0.0001345089,0.0001581602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001055262,"about_ca_system_score_gemma":0.0001079002,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1719175,"about_ca_topic_score_gemma":0.0006782444,"domain_scores_codex":[0.9987777,0.0001664369,0.000316134,0.0002329773,0.0002805382,0.0002261997],"domain_scores_gemma":[0.9990498,0.0001814537,0.0001972346,0.000383344,0.00007593018,0.000112193],"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":[0.00142358,0.0003667384,0.2676391,0.0001180968,0.0001635364,0.00002451875,0.01216434,0.01202888,0.02616302,0.0001707787,0.6011944,0.07854296],"study_design_scores_gemma":[0.002152684,0.000403085,0.1164501,0.0001470789,0.00005106319,0.00000796029,0.00065019,0.01340161,0.2024902,0.00165037,0.6622135,0.000382157],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9431044,0.0000809026,0.03808421,0.01763024,0.0001493088,0.000277745,0.0002577101,0.0001385294,0.0002769332],"genre_scores_gemma":[0.9860761,0.00003995893,0.002203955,0.007908031,0.000126839,0.000001860883,0.003484127,0.000006831492,0.0001522962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1763272,"threshold_uncertainty_score":0.997983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03202911058033585,"score_gpt":0.2200584042095587,"score_spread":0.1880292936292228,"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."}}