{"id":"W4376471907","doi":"10.1007/978-981-99-2649-7_16","title":"Duvernay Shale Sweet Spot Identification and Resource Evaluation Model Building in Alberta Basin","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geology; Oil shale; Structural basin; Paleontology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003165978,0.0003920302,0.0003964335,0.0005244056,0.0008836341,0.001589599,0.001096849,0.0005410673,0.003009294],"category_scores_gemma":[0.0003961952,0.0004457975,0.0003487283,0.0007393355,0.0004618002,0.0005819041,0.0004075098,0.0004950263,0.0003518348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008504461,"about_ca_system_score_gemma":0.00883135,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9081423,"about_ca_topic_score_gemma":0.9498323,"domain_scores_codex":[0.9998755,0.00001701237,0.000003987124,0.00001911884,0.00006001836,0.00002425116],"domain_scores_gemma":[0.9999105,0.00002496909,0.000003949565,0.000004939877,0.00004534407,0.00001034509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004011195,0.00001746873,0.002764846,0.0000267416,0.00001371358,0.00005787777,0.00006719685,0.9541769,0.001065697,0.00343428,0.003236705,0.03509847],"study_design_scores_gemma":[0.000005567981,0.00001075371,0.00300318,0.00001426607,0.00001241794,0.00001043101,0.000155356,0.9888271,0.00123542,0.001777226,0.004931414,0.00001680835],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6486034,0.00265658,0.139712,0.00217827,0.0001682907,0.0001787611,0.003531945,0.002493119,0.2004776],"genre_scores_gemma":[0.8951076,0.001131307,0.03042143,0.00008499538,0.00001193637,0.00004613721,0.001212968,0.0002191143,0.0717644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09185767,"threshold_uncertainty_score":0.1847972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03194191438214714,"score_gpt":0.2506556895400066,"score_spread":0.2187137751578594,"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."}}