{"id":"W4282938411","doi":"10.1002/cjce.24503","title":"Image analysis for design and operation of gravity separators with coalescing aids","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polygon mesh; Separator (oil production); Computer science; Automation; Scale (ratio); Engineering drawing; Mechanical engineering; Computer graphics (images); Engineering; Physics","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":[0.0002532763,0.0004504744,0.0002157309,0.0003477174,0.0001678818,0.0004635413,0.0006646044,0.0004939879,0.001721105],"category_scores_gemma":[0.0004790303,0.0002037605,0.0003092864,0.0002132549,0.000225541,0.0003890681,0.0002441802,0.0002461167,0.000395621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007841584,"about_ca_system_score_gemma":0.0005807033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00227172,"about_ca_topic_score_gemma":0.003013104,"domain_scores_codex":[0.9998488,0.00001364769,0.000007194647,0.00003570732,0.00007586366,0.00001885509],"domain_scores_gemma":[0.9997929,0.00005797613,0.00003632077,0.00002919221,0.00007168087,0.00001203074],"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":[0.0001750797,0.0001211313,0.001319621,0.000203793,0.00002344329,0.0001208906,0.0001276108,0.1903033,0.7076514,0.002789427,0.000717983,0.09644632],"study_design_scores_gemma":[0.000008382674,0.0001394996,0.001456647,0.000008049356,0.00001182183,0.0000375535,0.00002702788,0.8096494,0.1855073,0.0004327748,0.002707586,0.00001398214],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1761716,0.0001739734,0.817908,0.0001002175,0.00002436475,0.000131761,0.0001863623,0.001614139,0.003689621],"genre_scores_gemma":[0.7577295,0.0001674508,0.2388783,0.0000214719,0.000004472097,0.0001367428,0.0001794485,0.000109354,0.002773301],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00227172,"threshold_uncertainty_score":0.005757689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006330803339379989,"score_gpt":0.194839980686906,"score_spread":0.188509177347526,"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."}}