{"id":"W4415138897","doi":"10.2118/228269-ms","title":"Rapid Formation Evaluation in the Permian Basin Using Different DFIT-FBA/Rebound Approaches: Design, Field Execution, and Validation Against Traditional DFIT","year":2025,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Stress (linguistics); Limiting; Pore water pressure; Fracture (geology); Measure (data warehouse); Field (mathematics); Effective stress; Test data; Stress field","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":[0.002165579,0.0007584923,0.0004546887,0.0009610371,0.0006141019,0.0004559111,0.001229144,0.0007099058,0.001383824],"category_scores_gemma":[0.001626373,0.0003745115,0.0003619251,0.0004010182,0.0008612711,0.0005891681,0.0006225725,0.000746588,0.0004177767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009251548,"about_ca_system_score_gemma":0.00106606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005058354,"about_ca_topic_score_gemma":0.009491692,"domain_scores_codex":[0.9993741,0.0000649871,0.00003691958,0.0001410669,0.0003107305,0.00007219966],"domain_scores_gemma":[0.9984995,0.0002219666,0.0001612102,0.000179958,0.000796564,0.000140797],"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":[0.001511044,0.002209369,0.0189516,0.0005717378,0.00005563697,0.0003950687,0.0007658735,0.03211413,0.8592426,0.0009103272,0.000971698,0.08230095],"study_design_scores_gemma":[0.0002642069,0.01205832,0.03113461,0.00005522029,0.00008431218,0.0002716729,0.0005114615,0.08969871,0.8601907,0.0004133958,0.00518517,0.0001322736],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.938463,0.0001241486,0.05681758,0.00009374699,0.00004023918,0.001061498,0.0006152955,0.0009769703,0.001807534],"genre_scores_gemma":[0.9282383,0.00009767043,0.06862069,0.00005788658,0.000005924353,0.0007630546,0.000357297,0.00009952692,0.001759668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005058354,"threshold_uncertainty_score":0.01145285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08848362839154626,"score_gpt":0.2706700387927882,"score_spread":0.1821864104012419,"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."}}