{"id":"W3156132752","doi":"10.2118/185772-pa","title":"Impact of Temperature on Scale Formation in Chalk Reservoirs","year":2018,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nalco (Canada)","funders":"U.S. Geological Survey; Energi Simulation; Heriot-Watt University","keywords":"Brine; Seawater; Carbonate; Strontium; Geology; Sulfate; Mineralogy; Geochemistry; Chemistry; Oceanography","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":[0.0001490261,0.000117867,0.0001882426,0.0003356518,0.0002285527,0.0005228738,0.0001862114,0.0001357372,0.0006862513],"category_scores_gemma":[0.0004455258,0.0001074067,0.0001793206,0.0002929896,0.0002228016,0.0003282912,0.0002142887,0.0001011295,0.00008245689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006932812,"about_ca_system_score_gemma":0.0002552942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01308889,"about_ca_topic_score_gemma":0.01656476,"domain_scores_codex":[0.9998863,0.00001533764,0.000008358023,0.00003433413,0.00003282951,0.0000229387],"domain_scores_gemma":[0.9997788,0.00006254283,0.00005676079,0.00001808856,0.00006492408,0.00001886928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001302958,0.0001121872,0.5295972,0.0001412295,0.00009241448,0.0007703627,0.0003007737,0.03807729,0.4084757,0.0003204258,0.0002449336,0.02056452],"study_design_scores_gemma":[0.00002193396,0.0002772968,0.8175956,0.00001055232,0.00004258685,0.000125224,0.0005903775,0.04352968,0.136901,0.0001547525,0.0007220916,0.00002890328],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995571,0.00001257738,0.0001201096,0.000004274558,6.821594e-7,0.000001729245,0.00007203288,0.000007332618,0.0002241611],"genre_scores_gemma":[0.9997421,0.000009802429,0.00009905911,0.000001634182,2.826447e-7,0.00000135604,0.00005691275,0.000002670933,0.00008621125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01308889,"threshold_uncertainty_score":0.02602541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01483875122659857,"score_gpt":0.2672709995883651,"score_spread":0.2524322483617666,"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."}}