{"id":"W4411138685","doi":"10.1002/cjce.25772","title":"Wax deposition behaviour and prediction modelling of high‐wax crude oil transport in cold regions","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Wax; Crude oil; Deposition (geology); Petroleum engineering; Environmental science; Materials science; Geology; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003360275,0.0005417454,0.0003484694,0.0002829401,0.0002293005,0.0003500334,0.0003918718,0.0005146872,0.0004870417],"category_scores_gemma":[0.0005368929,0.0002252967,0.0004188991,0.0002500835,0.0003973902,0.0004160574,0.0002335058,0.0004787546,0.0001234021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006418815,"about_ca_system_score_gemma":0.0005859112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02305532,"about_ca_topic_score_gemma":0.0095626,"domain_scores_codex":[0.9999174,0.00001194131,0.000004512315,0.00002344185,0.00002670575,0.0000159551],"domain_scores_gemma":[0.9997812,0.0001004435,0.00003896879,0.00001811097,0.00005107619,0.00001012235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009727577,0.00006567486,0.003456973,0.00003754037,0.00001428981,0.00006059214,0.00003200429,0.9483736,0.04328709,0.0002526361,0.00005060992,0.004271777],"study_design_scores_gemma":[0.000002229686,0.0000269828,0.0007319843,0.000001194741,0.000002462905,0.000002280312,0.000004598176,0.9890317,0.01013142,0.000033828,0.00002864013,0.000002644719],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684547,0.00006662677,0.03039755,0.00002807943,0.000007127147,0.00001908242,0.00009550335,0.0001018028,0.000829641],"genre_scores_gemma":[0.9975092,0.00004431885,0.002047229,0.000002945352,7.436627e-7,0.00001092365,0.00004343579,0.000004923551,0.0003361511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02305532,"threshold_uncertainty_score":0.04584223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006553896372233854,"score_gpt":0.1752851958671223,"score_spread":0.1687312994948885,"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."}}