{"id":"W4387703899","doi":"10.4043/32741-ms","title":"Marine Vibrator Milestone: A Pilot Seismic Survey","year":2023,"lang":"en","type":"article","venue":"Offshore Technology Conference Brasil","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Seismic vibrator; Marine engineering; Submarine pipeline; Computer science; Engineering; Geology; Seismology; Oceanography","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006740085,0.0002606346,0.0003285671,0.0008798294,0.0002182595,0.0001123858,0.001066692,0.0002763851,0.004293256],"category_scores_gemma":[0.0003614257,0.0002325857,0.00003831383,0.002193633,0.0006392432,0.0001607524,0.0002150022,0.0005806611,0.00569524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001316308,"about_ca_system_score_gemma":0.0003485923,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003299583,"about_ca_topic_score_gemma":0.02037022,"domain_scores_codex":[0.9976483,0.0001386922,0.0003004368,0.0005961551,0.0004300652,0.0008863448],"domain_scores_gemma":[0.9986218,0.0002979499,0.00006783372,0.0006278902,0.0001991218,0.0001854064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000539781,0.00002753299,0.945996,0.00001912661,0.0000312712,0.000125839,0.0000320562,0.0005787919,0.0008297744,0.0001276688,0.004384589,0.04779335],"study_design_scores_gemma":[0.000352854,0.0004071908,0.8783333,0.00001477559,0.000008945633,0.00004151255,0.0001040321,0.1104497,0.001505959,0.007231855,0.001234675,0.0003151925],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986784,0.00004820806,0.003245098,0.002113599,0.0002822362,0.0003446669,0.000269948,0.001260319,0.005651936],"genre_scores_gemma":[0.9958442,0.0001375802,0.001192919,0.0001305132,0.00004174847,0.000009908144,0.0006588413,0.00001426191,0.001970009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1098709,"threshold_uncertainty_score":0.9975055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05328298213067022,"score_gpt":0.2742572005566839,"score_spread":0.2209742184260137,"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."}}