{"id":"W4232199680","doi":"10.2523/iptc-17463-ms","title":"Post-Production Heavy Oil Operations: A Case For Partial Upgrading","year":2014,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pipeline transport; Production (economics); Capital cost; Partial equilibrium; Downstream (manufacturing); Environmental economics; Engineering; Operations management; Environmental engineering; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002036834,0.0001948787,0.0002292042,0.0003713154,0.000300838,0.0001427058,0.0004548251,0.0002230106,0.0002775587],"category_scores_gemma":[0.00111875,0.0001983939,0.0001093829,0.0001474612,0.0001718735,0.0002191458,0.00007917181,0.000283234,0.00003761343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001020583,"about_ca_system_score_gemma":0.00008648984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008477858,"about_ca_topic_score_gemma":0.0001804499,"domain_scores_codex":[0.9986154,0.00001377777,0.0003563689,0.0005310377,0.0001984075,0.0002850167],"domain_scores_gemma":[0.9988341,0.00005847284,0.0001227502,0.0003482228,0.0005779073,0.0000585497],"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":[0.0001942157,0.0003134682,0.002574418,0.0001272324,0.000425764,0.0001042085,0.0001542973,0.002473757,0.6456149,0.06777447,0.0003682284,0.2798751],"study_design_scores_gemma":[0.002176289,0.0001764031,0.00001959303,0.0003027092,0.0002374978,0.003296338,0.001495705,0.5248756,0.3312325,0.005094956,0.1301391,0.0009533728],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9458312,0.00008682464,0.02440568,0.0186261,0.0004693949,0.000009005167,0.00006940064,0.0005148909,0.009987528],"genre_scores_gemma":[0.9813738,0.00002368943,0.002571624,0.0001414141,0.0004554839,0.000173882,0.00009753631,0.00002041193,0.01514214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5224018,"threshold_uncertainty_score":0.8090268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01638483617329793,"score_gpt":0.2718120029322688,"score_spread":0.2554271667589708,"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."}}