{"id":"W2346986385","doi":"","title":"Seismic Characterization of Gas Hydrate Accumulations in Permafrost Environment: Lessons Learned from Mallik, NWT, Canada","year":2012,"lang":"en","type":"book-chapter","venue":"Helmholtz Centre for Ocean Research Kiel (GEOMAR)","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Permafrost; Clathrate hydrate; Geology; Earth science; Hydrate; Physical geography; Geomorphology; Seismology; Oceanography; Geography; Chemistry","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009200102,0.0005629227,0.000673028,0.0002637579,0.0003338694,0.00006213733,0.0006903616,0.000560399,0.01434399],"category_scores_gemma":[0.00006557467,0.0005556305,0.000185481,0.0001872542,0.0004185365,0.0002827401,0.0005925826,0.00114031,0.0004699141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001185147,"about_ca_system_score_gemma":0.0002705008,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.055068,"about_ca_topic_score_gemma":0.03217588,"domain_scores_codex":[0.9952088,0.0002269674,0.0008914393,0.0009917567,0.001401415,0.001279646],"domain_scores_gemma":[0.997718,0.0004332649,0.0004507393,0.0008454044,0.00005365186,0.0004989019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004335498,0.004343955,0.1607308,0.002784521,0.00335245,0.0008738607,0.01725448,0.108128,0.3941737,0.03184702,0.08543516,0.1867406],"study_design_scores_gemma":[0.001898322,0.0001394525,0.02120828,0.0005046571,0.0001537982,0.000005683436,0.0001852116,0.01707966,0.002631763,0.008914496,0.9459971,0.001281599],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.75165,0.002153501,0.0004185328,0.01427816,0.001323747,0.00886014,0.04316264,0.0001345759,0.1780188],"genre_scores_gemma":[0.4192862,0.006565475,0.0002911519,0.0002143483,0.0004161051,0.00004521493,0.01855625,0.000352687,0.5542725],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8605619,"threshold_uncertainty_score":0.9996895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07356754934267894,"score_gpt":0.2862326628518843,"score_spread":0.2126651135092054,"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."}}