{"id":"W7023359142","doi":"","title":"Outflow of Weddell Sea waters into the Scotia Sea through the western sector of the South Scotia Ridge","year":2017,"lang":"en","type":"other","venue":"DIGITAL.CSIC (Spanish National Research Council (CSIC))","topic":"Stochastic Gradient Optimization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Ridge; Outflow; Nova scotia; Weddell Sea Bottom Water; Submarine pipeline","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001059582,0.0002069469,0.0001072045,0.0003488062,0.0004536793,0.0008105622,0.0001329101,0.0001574268,0.004236296],"category_scores_gemma":[0.0003708922,0.0001011625,0.000117477,0.0004983126,0.0002761302,0.0001562625,0.0005115377,0.0002047967,0.0004312634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001517028,"about_ca_system_score_gemma":0.002945533,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5937734,"about_ca_topic_score_gemma":0.7715142,"domain_scores_codex":[0.9999485,0.000005438115,0.000002950703,0.00001194509,0.00001196053,0.00001920712],"domain_scores_gemma":[0.9998729,0.00001699196,0.0000215604,0.000007308109,0.00003753952,0.00004365022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007783885,0.00008104815,0.8250086,0.0002002918,0.00009471676,0.002223332,0.001423089,0.02236868,0.007582687,0.00580215,0.01478724,0.1196497],"study_design_scores_gemma":[0.00003711006,0.00004392042,0.9647509,0.0001358384,0.00001850381,0.0001295693,0.001483202,0.01474748,0.001101836,0.0008974667,0.01664058,0.00001345294],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728335,0.0003872767,0.000982793,0.0003829857,0.0000585692,0.00003293425,0.003531133,0.00007716352,0.02171364],"genre_scores_gemma":[0.9799217,0.000325885,0.0007671562,0.00005938023,0.000006277382,0.000008396333,0.001222977,0.00002444704,0.01766375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5937734,"threshold_uncertainty_score":0.817238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1140237207514101,"score_gpt":0.3214890865410757,"score_spread":0.2074653657896656,"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."}}