{"id":"W4380082095","doi":"10.3390/en16124610","title":"Current Status and Future Trends of In Situ Catalytic Upgrading of Extra Heavy Oil","year":2023,"lang":"en","type":"article","venue":"Energies","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"China University of Geosciences; China University of Petroleum, Beijing; National Natural Science Foundation of China","keywords":"Catalysis; Environmental science; In situ; Automatic summarization; Waste management; Petroleum engineering; Nanotechnology; Process engineering; Materials science; Chemistry; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001137391,0.0005868082,0.0007347668,0.00111472,0.000254785,0.001260949,0.0008345986,0.001061192,0.00395749],"category_scores_gemma":[0.0008275838,0.0003969315,0.0005981392,0.001265499,0.0004726516,0.002196738,0.0006442435,0.0009669298,0.001346091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005864688,"about_ca_system_score_gemma":0.001090269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009028332,"about_ca_topic_score_gemma":0.001541264,"domain_scores_codex":[0.999666,0.00005838294,0.00003857695,0.00006838994,0.0001120125,0.00005663597],"domain_scores_gemma":[0.9994425,0.0002625572,0.0001064503,0.00002064282,0.0001309043,0.00003688276],"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":[0.0002114515,0.0002163815,0.001178297,0.03926063,0.0001175846,0.0004650705,0.0002724128,0.003518687,0.05136507,0.01948901,0.01481047,0.869095],"study_design_scores_gemma":[0.00001426162,0.0006221254,0.001500506,0.00282458,0.0002465414,0.0009663228,0.0003789933,0.001914508,0.02590263,0.006280611,0.95929,0.00005902453],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004085429,0.9875649,0.002271745,0.0009074187,0.0002483777,0.00001245447,0.00007672216,0.00004019055,0.004792788],"genre_scores_gemma":[0.01551156,0.9805529,0.001698915,0.0003438987,0.000206425,0.00001634473,0.0001087608,0.000008849785,0.001552311],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00395749,"threshold_uncertainty_score":0.01323909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01257267936428428,"score_gpt":0.261352416826685,"score_spread":0.2487797374624008,"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."}}