{"id":"W4283065818","doi":"10.36404/wlja7819","title":"Seismic Snapshot - First Quarter 2022","year":2022,"lang":"en","type":"article","venue":"PESA News","topic":"Marine and Offshore Engineering Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering; Quarter (Canadian coin); Oceanography; Business; Submarine pipeline; Environmental science; Fishery; Marine engineering; Telecommunications; Geology; Geography; Archaeology","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":[0.00002869664,0.00007028864,0.00007475116,0.0000407789,0.00006975141,0.00000749617,0.0000786641,0.00001086965,0.004523744],"category_scores_gemma":[0.000003057277,0.0000750723,0.00003432521,0.00008800832,0.000004278729,0.00001743983,0.00005146728,0.0001258901,0.0001243314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003106202,"about_ca_system_score_gemma":0.000002834299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001688268,"about_ca_topic_score_gemma":0.00001452464,"domain_scores_codex":[0.9996538,0.000004006372,0.00006996713,0.00007150802,0.00007678455,0.0001239935],"domain_scores_gemma":[0.9998455,0.00001356373,0.000005023102,0.0001122103,0.000002864063,0.00002084119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000114882,0.000006771094,0.0006958155,0.00002404327,0.00002617296,0.000006549126,0.0002676052,0.05999715,0.00002074648,0.000149717,0.9358682,0.002936086],"study_design_scores_gemma":[0.00005934793,0.00001390173,0.0006089326,0.000001078947,0.000004919082,0.000004893073,0.00007132423,0.03006553,0.0000187414,0.00004585827,0.9690092,0.00009631625],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09917887,0.004304916,0.004422934,0.002234134,0.006475137,0.0003342959,0.00005932361,0.001440685,0.8815497],"genre_scores_gemma":[0.9952781,0.00009406621,0.000121254,0.0001191472,0.0002306513,0.00006669136,0.00002761356,0.00002456484,0.004037955],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8960992,"threshold_uncertainty_score":0.9963862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005976623527551987,"score_gpt":0.1819497601384796,"score_spread":0.1759731366109276,"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."}}