{"id":"W4249038821","doi":"10.2118/2007-093","title":"Prediction of Scales in Boilers of Thermal Recovery Projects","year":2007,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Advanced Power Generation Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Thermal; Environmental science; Computer science; Petroleum engineering; Geology; Meteorology; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009857447,0.0000695237,0.00009239345,0.0004926854,0.000008423855,0.000006520183,0.0001818373,0.00006942653,0.00005434722],"category_scores_gemma":[0.00006662119,0.00008039371,0.00002233998,0.0001106621,0.00005856136,0.0001355329,0.00001016324,0.00009783151,0.00000280433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002209466,"about_ca_system_score_gemma":0.0001070429,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002092265,"about_ca_topic_score_gemma":0.09112403,"domain_scores_codex":[0.9994035,0.000004627659,0.0002441289,0.00008896833,0.0001170534,0.0001416653],"domain_scores_gemma":[0.9996862,0.00002745652,0.0000451491,0.0001024961,0.00009353823,0.00004509392],"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":[0.0000686296,0.00004188283,0.2217156,0.000105048,0.0001338591,0.00003128969,0.0005015835,0.5283033,0.1941388,0.03229315,0.001359264,0.0213077],"study_design_scores_gemma":[0.0008715976,0.000141915,0.5987443,0.0002427721,0.000007688919,0.00001042162,0.001135154,0.09924448,0.2922103,0.001757217,0.005273564,0.0003605874],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705456,0.000057336,0.006726487,0.00006630211,0.0004610102,0.00005251346,0.0001192936,0.00004997598,0.02192149],"genre_scores_gemma":[0.9989719,0.000045908,0.0008353706,0.00001015979,0.00002533048,0.00000667823,0.00002112926,0.000008248071,0.00007529919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4290588,"threshold_uncertainty_score":0.9254606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01928683798144542,"score_gpt":0.2182326068464198,"score_spread":0.1989457688649744,"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."}}