{"id":"W3122898653","doi":"10.2118/0121-0048-jpt","title":"Study Interprets Electromagnetic-Wave Penetration, Absorption for Bitumen Reservoir","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Saturation (graph theory); Asphalt; Geology; Penetration (warfare); Electromagnetic radiation; Dielectric; Well logging; Penetration depth; Mineralogy; Petroleum engineering; Materials science; Optics; Engineering; Optoelectronics; Composite material; 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":[],"consensus_categories":[],"category_scores_codex":[0.0004650741,0.0001135826,0.0003085208,0.000292238,0.00008575182,0.00004034119,0.0002244163,0.0001219671,0.000322437],"category_scores_gemma":[0.0005788736,0.00008820948,0.0001153248,0.0005670335,0.00004554735,0.0001253857,0.00001619372,0.000365907,0.00002021569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001081929,"about_ca_system_score_gemma":0.0001088748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000194321,"about_ca_topic_score_gemma":0.0002839917,"domain_scores_codex":[0.9987227,0.0001359723,0.0004346828,0.0001893249,0.000227587,0.0002896925],"domain_scores_gemma":[0.9989531,0.0002340037,0.0002421126,0.0001673026,0.0003235284,0.00007994846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001126803,0.001652743,0.1438241,0.00007010838,0.0005164964,0.0009767233,0.0004103101,0.001439807,0.07167178,0.002352559,0.003605703,0.7723529],"study_design_scores_gemma":[0.003698435,0.032623,0.7194219,0.00005255102,0.0002606167,0.001566961,0.001679333,0.008404507,0.03455233,0.1834361,0.01376968,0.0005345604],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919725,0.0006400336,0.003296362,0.003134815,0.0002761734,0.0001056428,0.000005317693,0.00002594633,0.0005431751],"genre_scores_gemma":[0.9876518,0.00003389654,0.01160942,0.00008643835,0.0001836703,0.000002389779,0.000005365251,0.00000361399,0.0004234107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7718183,"threshold_uncertainty_score":0.3597078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01952307633270226,"score_gpt":0.2643790100910993,"score_spread":0.244855933758397,"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."}}