{"id":"W4319999025","doi":"10.37878/2708-0080/2022-6.09","title":"STUDY OF THE RHEOLOGICAL PROPERTIES OF COMPOSITE POLYMER STABILIZERS FOR DRILLING FLUIDS","year":2022,"lang":"en","type":"article","venue":"Neft i gaz","topic":"Industrial Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Polyacrylonitrile; Chemical engineering; Drilling fluid; Polymer; Monomer; Reagent; Adsorption; Composite number; Acrylonitrile; Materials science; Copolymer; Polymer chemistry; Hydrolysis; Apparent viscosity; Chemistry; Rheology; Organic chemistry; Composite material","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":[0.0001093026,0.00007995107,0.0001652148,0.00004664953,0.00007642399,0.000003417262,0.000227683,0.00004305688,0.00001400158],"category_scores_gemma":[0.0000346966,0.00005526192,0.00005620648,0.0001592319,0.00004467043,0.00001654434,0.00010351,0.0001676317,1.779965e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002803492,"about_ca_system_score_gemma":0.000008450511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002239528,"about_ca_topic_score_gemma":0.00000170932,"domain_scores_codex":[0.9994574,0.00001862168,0.0001870555,0.00007912053,0.0001300029,0.0001277801],"domain_scores_gemma":[0.9997109,0.00003763257,0.0000251056,0.0001978707,0.00001931972,0.000009177853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006483308,0.0001892612,0.002055777,0.0001004022,0.0001247425,0.000001279007,0.002120242,0.559594,0.4323072,0.001008863,0.0001638345,0.002269549],"study_design_scores_gemma":[0.001580002,0.0009688209,0.000805773,0.00004538053,0.00007114553,0.000007688297,0.009388282,0.03802704,0.9473939,0.00006381514,0.001378176,0.000269991],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983279,0.0003937298,0.0002105426,0.00003719312,0.0003415553,0.0003501541,0.0000112168,0.0001953347,0.0001323634],"genre_scores_gemma":[0.9997178,0.000002807565,0.00008024956,0.000003053409,0.00001727787,0.00008234769,6.636899e-7,0.00001441878,0.00008132367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5215669,"threshold_uncertainty_score":0.2253516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03487768205376319,"score_gpt":0.204256968798798,"score_spread":0.1693792867450348,"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."}}