{"id":"W2493345281","doi":"10.2118/180639-ms","title":"Case Study: Kazakhstan's First Application of Inflow Control Devices ICDs for Horizontal Wells","year":2016,"lang":"en","type":"article","venue":"IADC/SPE Asia Pacific Drilling Technology Conference","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Condor Petroleum (Canada)","funders":"Core Research for Evolutional Science and Technology; Condor Petroleum","keywords":"Inflow; Natural gas field; Geology; Petroleum engineering; Directional drilling; Environmental geology; Oil field; Well control; Fossil fuel; Drilling; Geotechnical engineering; Metamorphic petrology; Engineering; Natural gas; Oceanography; Hydrogeology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008335198,0.0004902334,0.0002013049,0.0006899422,0.0028052,0.001316021,0.0007730007,0.001504753,0.002448548],"category_scores_gemma":[0.00156146,0.0002005564,0.0003606765,0.001004673,0.0009355592,0.0005637975,0.0009344981,0.0009107222,0.0004662135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002885029,"about_ca_system_score_gemma":0.002782447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03253517,"about_ca_topic_score_gemma":0.06716896,"domain_scores_codex":[0.9987294,0.0002716456,0.00008444356,0.0001294475,0.0004183436,0.000366761],"domain_scores_gemma":[0.9988413,0.0002902501,0.0002043369,0.0001569475,0.0003269535,0.0001801608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009886216,0.001788361,0.3307177,0.001305721,0.0001646049,0.237785,0.02295568,0.0574757,0.06000813,0.02246256,0.02338441,0.2409635],"study_design_scores_gemma":[0.0002794065,0.004042543,0.282344,0.0005724247,0.0002982795,0.07872791,0.1164947,0.04815579,0.1418758,0.005143462,0.3217451,0.0003206475],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725333,0.0003005729,0.006273146,0.0011948,0.00008653717,0.000184747,0.0002806557,0.0001937294,0.01895243],"genre_scores_gemma":[0.9915643,0.0001302122,0.003603712,0.00009901778,0.000009384284,0.00003123352,0.00008413033,0.00001378097,0.004464264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03253517,"threshold_uncertainty_score":0.0646916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01612716375911792,"score_gpt":0.2598932665001907,"score_spread":0.2437661027410728,"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."}}