{"id":"W2048609886","doi":"10.1080/10916460701287607","title":"A Critical Review of Electromagnetic Heating for Enhanced Oil Recovery","year":2008,"lang":"en","type":"review","venue":"Petroleum Science and Technology","topic":"Magnetic and Electromagnetic Effects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Steam injection; Petroleum engineering; Environmental science; Water flooding; Flooding (psychology); Enhanced oil recovery; Materials science; Waste management; Geology; Engineering","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":[0.0007255019,0.00124855,0.001430394,0.002553889,0.0003887133,0.0008641705,0.001048802,0.001205669,0.005117909],"category_scores_gemma":[0.0007813232,0.0004274694,0.0004945085,0.002833881,0.0004687769,0.001807799,0.0005935192,0.001506134,0.003246234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007690918,"about_ca_system_score_gemma":0.001020588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001055734,"about_ca_topic_score_gemma":0.001641006,"domain_scores_codex":[0.999752,0.00004255007,0.00003188428,0.00004672707,0.0001053865,0.00002145168],"domain_scores_gemma":[0.9996073,0.0001807319,0.00004436723,0.00001167901,0.0001272975,0.00002875044],"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":[0.00008241271,0.0001522006,0.0001221046,0.02298019,0.00009210258,0.0004855814,0.00009369683,0.0008193027,0.004545624,0.006303623,0.07696129,0.8873619],"study_design_scores_gemma":[0.00001349965,0.00009125019,0.0002706683,0.002026448,0.00004131024,0.0007839911,0.0000380665,0.00009750322,0.0009834211,0.001159392,0.9944766,0.0000178567],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001470587,0.9970384,0.000297175,0.0003323502,0.0006341807,0.000008131068,0.00001327941,0.00000946717,0.001520013],"genre_scores_gemma":[0.0007101219,0.9967719,0.0003863142,0.0002908809,0.0004012845,0.00001125762,0.00002001773,0.000002551886,0.001405697],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005117909,"threshold_uncertainty_score":0.01712114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01052693264130062,"score_gpt":0.2985460124151438,"score_spread":0.2880190797738432,"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."}}