{"id":"W2477115135","doi":"10.1190/1.9781560802197.ch11","title":"Resolving an Onshore Gas-Hydrate Layer with Long-Offset Transient Electromagnetics (LOTEM)","year":2010,"lang":"en","type":"book-chapter","venue":"Society of Exploration Geophysicists eBooks","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physics; Chemistry; Analytical Chemistry (journal); Chromatography","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002901483,0.0006213849,0.000747181,0.00007651958,0.000345743,0.000113744,0.0003991226,0.0005300618,0.0003779207],"category_scores_gemma":[0.00001186777,0.0005058887,0.0004541845,0.0001009455,0.000454252,0.0003143098,0.00001892899,0.00117519,0.0001093237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001201396,"about_ca_system_score_gemma":0.0001974808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002311575,"about_ca_topic_score_gemma":0.0007625343,"domain_scores_codex":[0.9971284,0.00009503734,0.000579709,0.0007757479,0.0008492957,0.000571762],"domain_scores_gemma":[0.9980296,0.0002397418,0.0004762232,0.0006144039,0.0003456732,0.0002943765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000976056,0.0003393147,0.0001694976,0.0007785367,0.0007887366,0.00005945993,0.008053542,0.001194064,0.02773178,0.02127868,0.001892445,0.9367379],"study_design_scores_gemma":[0.004261374,0.02558779,0.0179375,0.001255231,0.001854617,0.00006733022,0.0006744587,0.0266183,0.04625487,0.7623379,0.1056005,0.007550141],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2230547,0.001362743,0.02488192,0.002617777,0.0017661,0.00552373,0.001429538,0.001082683,0.7382808],"genre_scores_gemma":[0.6913983,0.0003328532,0.05504917,0.001746582,0.002567738,0.00003913777,0.003621996,0.0002108107,0.2450334],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9291878,"threshold_uncertainty_score":0.9997393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02966949232277536,"score_gpt":0.2331127428884335,"score_spread":0.2034432505656582,"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."}}