{"id":"W2462751574","doi":"","title":"Reservoir formation failure and sanding prediction for well-construction and completion design","year":2007,"lang":"en","type":"article","venue":"World Oil","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Completion (oil and gas wells); Forensic engineering; Petroleum engineering; Geology; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.000382642,0.0000871304,0.0001041449,0.0002257939,0.0001591138,0.00004532699,0.00002727987,0.00005224163,0.00001037007],"category_scores_gemma":[0.00001678801,0.00008311672,0.00002645699,0.0001602727,0.00002801255,0.0002209476,0.000008874535,0.00008929317,0.000002211969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005167958,"about_ca_system_score_gemma":0.00000229495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001313802,"about_ca_topic_score_gemma":0.0002368965,"domain_scores_codex":[0.9994641,0.00001462954,0.0001724199,0.0001073186,0.00008674556,0.0001547821],"domain_scores_gemma":[0.9997274,0.00008684628,0.00002945248,0.00007475298,0.00002484256,0.00005670374],"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":[0.0002808368,0.0000373215,0.005827593,0.001920816,0.0003276178,0.000008229869,0.00235824,0.7230563,0.02731758,0.0008244683,0.02034376,0.2176972],"study_design_scores_gemma":[0.00131847,0.00006352462,0.006564827,0.0002121195,0.000142629,0.00006631424,0.0007372568,0.86481,0.02327735,0.0008366475,0.1016221,0.0003487209],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1911473,0.0003022669,0.8059339,0.0002308576,0.0001668555,0.00009583111,0.000005397992,0.0002090495,0.001908515],"genre_scores_gemma":[0.9827939,0.0001174403,0.01659244,0.00001149517,0.0001527959,0.00001211831,0.00002979828,0.00001373777,0.000276317],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7916465,"threshold_uncertainty_score":0.3389401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01265914657721534,"score_gpt":0.2150030322423892,"score_spread":0.2023438856651739,"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."}}