{"id":"W2026309888","doi":"10.2118/2009-204","title":"Heat Transfer Fundamentals for Electro-thermal Heating of Oil Reservoirs","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heat transfer; Petroleum engineering; Thermal; Heat transfer fluid; Materials science; Environmental science; Mechanics; Thermodynamics; Geology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000131845,0.0001792118,0.0002558656,0.000228602,0.0001365109,0.0001053898,0.0005004671,0.00009996398,0.001588439],"category_scores_gemma":[0.00007760656,0.0001939354,0.0001723065,0.00009480995,0.00006223061,0.0001528394,0.0000080853,0.0001729139,0.00000714691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003083158,"about_ca_system_score_gemma":0.0005477567,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01008562,"about_ca_topic_score_gemma":0.009297262,"domain_scores_codex":[0.9986156,0.00001154298,0.0003618441,0.0003138725,0.0002820356,0.0004151663],"domain_scores_gemma":[0.9991922,0.00005430078,0.00002785621,0.0001948117,0.0002673901,0.0002634342],"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":[0.0001240499,0.00007030685,0.002436093,0.00008368181,0.0001986349,0.00001086244,0.0002287525,0.001809888,0.9708304,0.003729974,0.0004442218,0.02003307],"study_design_scores_gemma":[0.004106705,0.0003375176,0.001987983,0.0009758662,0.0002338648,0.00004669071,0.001115525,0.1189892,0.7298451,0.001135618,0.1398463,0.00137964],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8727443,0.0001118954,0.0003318141,0.002508281,0.00007123545,0.000005606095,0.0002553812,0.00002979074,0.1239418],"genre_scores_gemma":[0.9868954,0.0000232646,0.0001851911,0.0003646929,0.0001737508,0.00002034002,0.0001800239,0.00001527008,0.01214201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2409853,"threshold_uncertainty_score":0.9993243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01851548063920602,"score_gpt":0.2553040929708237,"score_spread":0.2367886123316177,"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."}}