{"id":"W2023362413","doi":"10.2118/87472-ms","title":"Groet 1 Scale Study: Analysis, Diagnosis & Solution Implementation","year":2004,"lang":"en","type":"article","venue":"","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Halite; Remedial education; Remedial action; Scaling; Scale (ratio); Quarter (Canadian coin); Control (management); Metamorphic petrology; Computer science; Environmental engineering; Environmental science; Engineering; Operations research; Mathematics; Geology; Physics; Geotechnical engineering; 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":[0.0002450017,0.0001058261,0.0001472836,0.0002315728,0.0000517234,0.00004033791,0.00007394331,0.00003489379,0.0003198732],"category_scores_gemma":[0.0000101162,0.0001050372,0.00008005907,0.0006896836,0.000005418845,0.0001417355,0.00001371401,0.0000664736,0.00004543566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009701387,"about_ca_system_score_gemma":0.000005248045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002971185,"about_ca_topic_score_gemma":0.001408971,"domain_scores_codex":[0.9992869,0.00002780615,0.0002147051,0.0001332265,0.0001661355,0.0001711952],"domain_scores_gemma":[0.9996537,0.00003344317,0.00001393649,0.0002095669,0.00002871736,0.00006063575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[8.789853e-7,0.00002962991,0.08799493,0.000005806676,0.000153032,3.839142e-7,0.0003184006,0.9102053,0.0001906692,0.00003295303,0.0001549791,0.0009130153],"study_design_scores_gemma":[0.00291556,0.0001075133,0.7948036,0.000008693238,0.000695111,0.000001053946,0.0009537791,0.1875474,0.006232642,0.0006378922,0.005431399,0.0006653559],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5635856,0.00002933073,0.4355799,0.00002991881,0.00007543716,0.0001077933,0.000002666655,0.0002801808,0.0003091264],"genre_scores_gemma":[0.9618158,0.00002514813,0.03790686,0.00000919647,0.00004518793,0.00006937591,0.00004840969,0.00001604413,0.00006396489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7226579,"threshold_uncertainty_score":0.4283291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02776004267968323,"score_gpt":0.3384230135811494,"score_spread":0.3106629709014662,"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."}}