{"id":"W1995735041","doi":"10.2118/137678-ms","title":"Multistage Fractured Cardium Oil: Studying Geology and All of the Production and Stimulation History Thus Far","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Production (economics); Commodity; Petroleum engineering; Realm; Geology; Service (business); Order (exchange); Environmental geology; Petroleum industry; Crude oil; Emerging technologies; Computer science; Regional geology; Petroleum; Mining engineering; Business; Metamorphic petrology; Paleontology; Tectonics; Geography; Archaeology; Economics; Marketing; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001303179,0.000104468,0.0001221079,0.0001500424,0.00007695756,0.00003162688,0.0001147263,0.00007911445,0.0001119312],"category_scores_gemma":[0.0001284512,0.00008645141,0.00004007067,0.00002857237,0.0001740487,0.00008776634,0.00003324285,0.0002329686,8.308703e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008057876,"about_ca_system_score_gemma":0.00005644584,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01003258,"about_ca_topic_score_gemma":0.06197444,"domain_scores_codex":[0.9993539,0.00002288136,0.0001657262,0.0001812647,0.0001513265,0.0001248268],"domain_scores_gemma":[0.9995707,0.00004352299,0.00005782127,0.0001096345,0.00009570927,0.0001225708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000189557,0.0001528455,0.5485252,0.000861653,0.003713818,0.00005418522,0.01244133,0.278774,0.07848769,0.01582784,0.006993961,0.05397799],"study_design_scores_gemma":[0.0003618094,0.000023998,0.4941864,0.00006579992,0.00007628555,0.00004282577,0.000228985,0.1922267,0.0001390628,0.0002842938,0.3121305,0.0002334251],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946932,0.00084455,0.00008164841,0.0009417933,0.0006707521,0.00003600305,0.00002132151,0.00001525704,0.002695476],"genre_scores_gemma":[0.997157,0.000165299,0.00005705098,0.00006638753,0.0001131792,0.00000634259,0.00001542473,0.000008536244,0.002410714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3051365,"threshold_uncertainty_score":0.9965597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0138142248524025,"score_gpt":0.2104349947685564,"score_spread":0.1966207699161539,"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."}}