{"id":"W4393352408","doi":"10.2118/0424-0084-jpt","title":"Technology Focus: Heavy Oil (April 2024)","year":2024,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Focus (optics); Petroleum engineering; Environmental science; Business; Natural resource economics; Geology; Economics; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000380968,0.0003333834,0.0007524887,0.002882247,0.0001376604,0.0001270387,0.001006583,0.0008246871,0.0008996253],"category_scores_gemma":[0.0002919591,0.0002786324,0.0004033428,0.001789331,0.0003817356,0.0002303888,0.0001794416,0.001973435,0.0001503598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002596942,"about_ca_system_score_gemma":0.0003325077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006417322,"about_ca_topic_score_gemma":0.000009866913,"domain_scores_codex":[0.9975957,0.00001622117,0.0009379506,0.0004211833,0.0004340587,0.0005948965],"domain_scores_gemma":[0.99859,0.00007527292,0.000427496,0.0005311551,0.0002497129,0.0001264002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006559829,0.000177826,0.001653524,0.0003281148,0.0007217561,0.001501183,0.00003984254,0.000054486,0.2840503,0.003529257,0.005028678,0.7028494],"study_design_scores_gemma":[0.0009009318,0.0002806758,0.000006744985,0.001070912,0.0005186527,0.00478467,0.001149727,0.001883499,0.1535998,0.01393966,0.8213592,0.000505524],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7384008,0.101071,0.003786471,0.06518722,0.001611254,0.000006376234,0.00003396716,0.001884435,0.08801857],"genre_scores_gemma":[0.9463704,0.001423764,0.002161984,0.00005800625,0.0006029187,0.000009599529,0.000001874299,0.00006488001,0.04930652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8163306,"threshold_uncertainty_score":0.9999666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006667875882375288,"score_gpt":0.2456607321298525,"score_spread":0.2389928562474772,"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."}}