{"id":"W1981820998","doi":"10.2523/iptc-16939-abstract","title":"A Novel, Chemistry-Based Approach to Fluid Diversion in Hydrocarbon Based Paraffin Solvent Treatments","year":2013,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental remediation; Hydrocarbon; Solvent; Petroleum engineering; Dissolution; Chemistry; Petroleum; Deposition (geology); Chemical engineering; Waste management; Environmental science; Organic chemistry; Geology; Structural basin; Contamination; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007783623,0.0003040861,0.0003216472,0.0004797226,0.00007500353,0.00009664687,0.0009464892,0.0003176553,0.0008018757],"category_scores_gemma":[0.0001134802,0.0003018493,0.0001137493,0.0003641654,0.0001202412,0.0001139868,0.0001492637,0.0003417691,0.0001261156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000386889,"about_ca_system_score_gemma":0.0001615268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002785975,"about_ca_topic_score_gemma":0.00001447613,"domain_scores_codex":[0.9981109,0.000008291927,0.0003754777,0.0006830998,0.0004183333,0.0004038816],"domain_scores_gemma":[0.9990823,0.00003738235,0.0001599009,0.0004272518,0.0001776006,0.0001155545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005544168,0.00105351,0.02547641,0.00004042675,0.0001090618,0.00001243645,0.00002340281,0.00848709,0.9594921,0.0001459822,0.0001218453,0.004982278],"study_design_scores_gemma":[0.003082256,0.00005153825,0.000967723,0.0002750928,0.00005522051,0.00001200241,0.0002362315,0.6356615,0.3562964,0.0002102345,0.002606654,0.000545159],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9389014,0.00004123954,0.01870991,0.004139979,0.00004759963,0.00003165691,0.00003734848,0.0003098242,0.03778105],"genre_scores_gemma":[0.9927261,0.000004217436,0.003557773,0.0002078046,0.00003019213,0.000305654,0.0001662859,0.00002080122,0.002981196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6271744,"threshold_uncertainty_score":0.9999434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0134636838627767,"score_gpt":0.2306852341632286,"score_spread":0.2172215503004519,"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."}}