{"id":"W2355719072","doi":"","title":"Erosion and Corrosion in Oil Sand Production and Exaction Process","year":2012,"lang":"en","type":"article","venue":"Corrosion & Protection","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Erosion; Production (economics); Oil production; Corrosion; Process (computing); Environmental science; Petroleum engineering; Oil well; Waste management; Engineering; Metallurgy; Geology; Materials science; Computer science","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":[0.000521328,0.0001334098,0.0001489582,0.0001587737,0.0002818775,0.00004706125,0.00003610971,0.0001325387,0.0001083561],"category_scores_gemma":[0.0001644957,0.0001031695,0.00002202035,0.0003289718,0.00004877768,0.0005350706,0.00001143715,0.0002129648,0.00003171862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008980126,"about_ca_system_score_gemma":0.0000078081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008387561,"about_ca_topic_score_gemma":0.000646771,"domain_scores_codex":[0.9989304,0.0001012151,0.0002021538,0.0003333142,0.0001867431,0.0002461705],"domain_scores_gemma":[0.9996297,0.00001866862,0.00009315725,0.00009623275,0.00004497575,0.000117292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002178638,0.00006769944,0.674013,0.00009813532,9.395754e-7,6.000666e-7,0.0005924166,0.003450599,0.03360121,0.000002930526,0.00002557409,0.2879291],"study_design_scores_gemma":[0.0004983824,0.0003725224,0.8518212,0.0002807023,0.000043283,0.000096431,0.000530367,0.134492,0.01019261,0.0008687542,0.0003889583,0.0004148587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943266,0.0008841557,0.003623326,0.0003371999,0.0004705537,0.0001708159,0.000001972555,0.00006529663,0.0001201163],"genre_scores_gemma":[0.9988289,0.0005724699,0.0001450219,0.00003468517,0.0001690272,0.00001248479,0.00002159736,0.00000353073,0.0002122515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2875142,"threshold_uncertainty_score":0.4207131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02787357755635049,"score_gpt":0.2281608081243504,"score_spread":0.2002872305679999,"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."}}