{"id":"W4391329509","doi":"10.2118/217785-ms","title":"Improving Stage Isolation in Vaca Muerta Wells Through Observations from an Integrated Fiber Optic Pilot","year":2024,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Stage (stratigraphy); Isolation (microbiology); Optical fiber; Geology; Computer science; Telecommunications; Paleontology; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001476207,0.0003223252,0.0003301705,0.0005743065,0.0001251568,0.000226426,0.0002180669,0.0003969758,0.0003657757],"category_scores_gemma":[0.00005138734,0.0003074144,0.00005461864,0.0006730351,0.0001090918,0.0009967979,0.00006722879,0.0008462009,0.00009622884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001428187,"about_ca_system_score_gemma":0.00004977824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003035698,"about_ca_topic_score_gemma":0.0009605713,"domain_scores_codex":[0.9984108,0.00003994825,0.0004332006,0.0005591154,0.0001584527,0.0003985062],"domain_scores_gemma":[0.9993159,0.00008525037,0.0000534535,0.0004244336,0.00004871194,0.00007231395],"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":[0.0001243077,0.0004511857,0.004329394,0.001206546,0.0007056887,0.0006672014,0.005902324,0.6760302,0.1115719,0.005427093,0.001054105,0.1925301],"study_design_scores_gemma":[0.0004355423,0.0001543855,0.003646291,0.0005740311,0.00008419938,0.00001414992,0.0006692899,0.9551565,0.01941398,0.009888767,0.009388636,0.00057423],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9311982,0.001006271,0.06294888,0.001932583,0.0002123086,0.000220711,0.00003151254,0.001461118,0.0009884319],"genre_scores_gemma":[0.9926118,0.0003883683,0.006185304,0.00008533321,0.0001001619,0.00004908387,0.0002955439,0.00005097566,0.0002334246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2791263,"threshold_uncertainty_score":0.9999378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02059060424736807,"score_gpt":0.2439038606432271,"score_spread":0.223313256395859,"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."}}