{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001524208,0.0007168562,0.0004909636,0.001541481,0.0002698481,0.001473979,0.0008681121,0.0008852519,0.003304664],"category_scores_gemma":[0.006744025,0.0004118519,0.0006064805,0.002479932,0.0003350248,0.002053953,0.001325109,0.001411751,0.003136317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004416984,"about_ca_system_score_gemma":0.001424732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00769596,"about_ca_topic_score_gemma":0.01388282,"domain_scores_codex":[0.9993895,0.0001609057,0.00006234356,0.00008628084,0.0002573653,0.0000436178],"domain_scores_gemma":[0.9986281,0.0002915235,0.0001425472,0.00028379,0.0005882594,0.00006592639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001333091,0.0001445255,0.03487014,0.0007177365,0.0001311235,0.000173268,0.0004608065,0.06462408,0.03435522,0.02314716,0.02225934,0.8189832],"study_design_scores_gemma":[0.00006598401,0.0001276568,0.06791639,0.001397007,0.000153777,0.0002460669,0.001012442,0.6433857,0.02889957,0.05571513,0.2007964,0.0002838309],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.0716208,0.006115493,0.8744653,0.004363705,0.0005723343,0.0002223149,0.018834,0.006605847,0.01720012],"genre_scores_gemma":[0.2118026,0.009110327,0.7417545,0.0002645545,0.0003711539,0.0002526583,0.02989175,0.0009441074,0.005608461],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.00769596,"threshold_uncertainty_score":0.01530236,"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."}}