{"id":"W2091810844","doi":"10.1016/j.ces.2013.04.040","title":"A model of wax deposit layer formation","year":2013,"lang":"en","type":"article","venue":"Chemical Engineering Science","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Wax; Porosity; Layer (electronics); Diffusion; Thermal diffusivity; Materials science; Chemical engineering; Thermodynamics; Composite material; Engineering","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":[0.0000526991,0.00006230737,0.0000846422,0.00004704343,0.00002732742,0.00003504877,0.0002469191,0.00003364318,0.00003104678],"category_scores_gemma":[0.00009734268,0.00005534696,0.00003418745,0.0002414095,0.00006596943,0.0003116587,0.00003971452,0.00007415356,0.00000925832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004268452,"about_ca_system_score_gemma":0.00002071344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008245978,"about_ca_topic_score_gemma":2.382034e-8,"domain_scores_codex":[0.9993713,3.047915e-7,0.0001275189,0.0001248462,0.000206553,0.0001694474],"domain_scores_gemma":[0.9996796,0.00001083162,0.00003242927,0.0001370385,0.00006680929,0.00007328695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[3.070285e-7,0.000007734933,0.00002838673,0.00006653799,0.000001641045,6.308387e-8,0.00004370905,0.01771018,0.9806615,0.00003040189,0.000011467,0.001438146],"study_design_scores_gemma":[0.00002548464,4.40944e-7,0.000004703857,0.00002070771,0.000002828408,9.99249e-7,0.000003638,0.4959007,0.5039855,0.00001524382,0.000004252622,0.0000355555],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724851,0.00002947713,0.02420778,0.00002586216,0.000008278667,0.000002633835,6.459867e-7,0.00005949225,0.003180685],"genre_scores_gemma":[0.9916064,0.00000129159,0.008040782,0.000009339315,0.00001400228,0.000006875441,0.000001226822,0.000004494401,0.0003155626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4781905,"threshold_uncertainty_score":0.2256983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01024517470265891,"score_gpt":0.2058769697421532,"score_spread":0.1956317950394943,"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."}}