{"id":"W1995948809","doi":"10.1007/s11053-009-9099-8","title":"Design of Hybrid Steam-In Situ Combustion Bitumen Recovery Processes","year":2009,"lang":"en","type":"article","venue":"Natural Resources Research","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Glycomics Centre; University of Calgary","funders":"University of Calgary","keywords":"Steam injection; Combustion; Flue gas; Waste management; Asphalt; Environmental science; Steam drum; Thermal efficiency; Petroleum engineering; Steam-assisted gravity drainage; Heat recovery ventilation; Boiler (water heating); Process engineering; Oil sands; Engineering; Heat exchanger; Superheated steam; Chemistry; Materials science; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001076636,0.0001588402,0.000250379,0.0006709414,0.00005213747,0.00004934147,0.0004156371,0.0001010463,0.00001835959],"category_scores_gemma":[0.0007068518,0.0001492158,0.0000400057,0.001071721,0.00007458216,0.0003127843,0.00004418455,0.0008624261,0.00001721667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002509287,"about_ca_system_score_gemma":0.00005525346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001931568,"about_ca_topic_score_gemma":0.00002306827,"domain_scores_codex":[0.997996,0.0001820366,0.0003173718,0.0002503126,0.0007325339,0.0005216923],"domain_scores_gemma":[0.9987271,0.0006288509,0.00003687143,0.0002685955,0.0002725849,0.00006600549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004305606,0.0001199921,0.0001761498,0.0005789985,0.00002859233,0.00006126848,0.0005005807,0.03969289,0.7608305,0.00003190727,0.006463598,0.1910849],"study_design_scores_gemma":[0.0002894946,0.0004422601,0.001488977,0.0004112815,0.000002982122,0.000009757753,0.00007795996,0.00421722,0.9883131,0.003146672,0.001378564,0.0002216915],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842461,0.005443431,0.002201956,0.00007301271,0.00006888064,0.0004941826,0.000004312701,0.0003262728,0.007141835],"genre_scores_gemma":[0.995447,0.001693663,0.002302133,0.0000148052,0.00004854432,0.00002826453,0.000007612605,0.00002687145,0.0004311353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2274826,"threshold_uncertainty_score":0.6084846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03079486113617383,"score_gpt":0.3137363340362199,"score_spread":0.282941472900046,"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."}}