{"id":"W4400157007","doi":"10.33552/ahm.2024.01.000520","title":"Oceanwater Temperature and Salinity from Marine Seismic Data for Weather and Climate Research, the Current State, and Future Possibilities","year":2024,"lang":"en","type":"article","venue":"Advances in Hydrology & Meteorology","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Wyoming; Canadian Centre for Applied Research in Cancer Control; National Science Foundation","keywords":"Current (fluid); Environmental science; Salinity; Climatology; State (computer science); Climate change; Oceanography; Temperature salinity diagrams; Meteorology; Geology; Geography; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001398063,0.0001776745,0.0002769739,0.0001438713,0.00009011912,0.00005577441,0.0002044864,0.0001309665,0.00001327015],"category_scores_gemma":[0.000104795,0.0001223136,0.00001617395,0.0001231127,0.0003065976,0.0002947105,0.0002941199,0.0006894315,0.000001257452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001412002,"about_ca_system_score_gemma":0.0000107775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001588061,"about_ca_topic_score_gemma":0.0001843123,"domain_scores_codex":[0.9985416,0.0002915139,0.0002486569,0.0004609092,0.00007215571,0.0003851953],"domain_scores_gemma":[0.9976948,0.001791117,0.00001384947,0.000423323,0.00002500629,0.00005187946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006420821,0.00004487392,0.02816669,0.001904847,0.0003378924,0.0000616768,0.006936111,0.3095056,0.00169212,0.00245472,0.0009152942,0.6473381],"study_design_scores_gemma":[0.0005567691,0.0001352958,0.005236768,0.00002698993,0.00002940828,0.00002395244,0.0001062134,0.7439325,0.00007924208,0.06095305,0.1887369,0.0001828481],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8955837,0.1014195,0.0007448027,0.0008453649,0.0008036814,0.0002554096,0.0002115398,0.00007979469,0.00005611654],"genre_scores_gemma":[0.9458034,0.04878059,0.004703749,0.00007376813,0.0003730924,0.0000615703,0.0001245452,0.00004013463,0.00003914965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6471553,"threshold_uncertainty_score":0.4987803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02598548469707039,"score_gpt":0.3505977835697922,"score_spread":0.3246122988727217,"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."}}