{"id":"W2007898698","doi":"10.2118/146832-ms","title":"Environmentally Focused Crosslinked-Gel System Results in High Retained Proppant-Pack Conductivity","year":2011,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conductivity; Hydraulic fracturing; Environmentally friendly; Materials science; Petroleum engineering; Hydraulic conductivity; Fracturing fluid; Environmental science; Waste management; Compressed natural gas; Engineering; Chemistry; Mechanical engineering","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":[0.0003070773,0.0001966622,0.0003021943,0.0001121882,0.00006890245,0.00002855,0.0001276363,0.0002345904,0.00004201095],"category_scores_gemma":[0.00003849457,0.0001695196,0.00006094268,0.0001548945,0.0001502521,0.0002961522,0.00005966728,0.0003366386,0.0000388011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009594487,"about_ca_system_score_gemma":0.00001638673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004388942,"about_ca_topic_score_gemma":0.0002647233,"domain_scores_codex":[0.9987442,0.00005388527,0.0003799046,0.0003393704,0.0001824828,0.0003001059],"domain_scores_gemma":[0.999495,0.00002766705,0.00005259822,0.0002797631,0.00003302443,0.000111991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.007658027,0.004630996,0.02492667,0.006890006,0.001416752,0.002855122,0.03611733,0.03537974,0.712684,0.03736993,0.01406022,0.1160112],"study_design_scores_gemma":[0.01545242,0.002788111,0.5790172,0.002958445,0.0005076883,0.0002953334,0.01018553,0.07657038,0.2898604,0.01447993,0.002845839,0.005038766],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870541,0.00005967644,0.003926411,0.0001707643,0.00006152544,0.0002616817,0.00008131753,0.0004000214,0.007984465],"genre_scores_gemma":[0.9991068,0.00009839218,0.0005425904,0.00001566319,0.0000488347,0.00002310809,0.00005227854,0.00001873191,0.0000936534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5540905,"threshold_uncertainty_score":0.6912807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02456671816921748,"score_gpt":0.2166106155026845,"score_spread":0.192043897333467,"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."}}