{"id":"W7062268334","doi":"","title":"STUDY ON HYDRAULIC FRACTURING FLUID SELECTION TO MAXIMIZE EFFECTIVE HYDRAULIC FRACTURE LENGTH","year":2012,"lang":"en","type":"other","venue":"UTPedia (Universiti Teknologi Petronas)","topic":"Particle Detector Development and Performance","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Fracturing fluid; Fracture (geology); Permeability (electromagnetism); Well stimulation; Tight gas; Liquefied petroleum gas; Fracture treatment","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001420573,0.0006491522,0.0005769455,0.0007242093,0.0002499416,0.0000538364,0.0004515898,0.0003005346,0.006370691],"category_scores_gemma":[0.000009637009,0.0006536604,0.0001696022,0.0004718153,0.00004712905,0.0002480786,0.000184949,0.0008092748,0.003219536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002586664,"about_ca_system_score_gemma":0.0000650587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000340881,"about_ca_topic_score_gemma":0.00003549374,"domain_scores_codex":[0.9977383,0.0001356854,0.0001973817,0.0007303657,0.0003771229,0.0008211691],"domain_scores_gemma":[0.9988898,0.0001183782,0.0002422809,0.0004462029,0.00004061785,0.0002626881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007017796,0.002626162,0.3671393,0.0001025905,0.003043442,0.0001458415,0.007537945,0.001619398,0.0006302945,0.0006085176,0.5286806,0.08716425],"study_design_scores_gemma":[0.002395692,0.001021579,0.1603934,0.000129494,0.0003272032,0.000004041595,0.002725845,0.0001395591,0.002389702,0.00005228478,0.8288618,0.001559441],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6128298,0.0001344952,0.001169438,0.000227313,0.001053609,0.002009642,0.00007925385,0.0006641669,0.3818323],"genre_scores_gemma":[0.9272485,0.000007995416,0.0001968695,0.0002208082,0.00164022,0.00009076331,0.00008748404,0.0002534497,0.07025392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3144187,"threshold_uncertainty_score":0.9995915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01115741755462692,"score_gpt":0.2327400377140834,"score_spread":0.2215826201594565,"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."}}