{"id":"W6967278367","doi":"10.5281/zenodo.10044030","title":"GOHSnap: Updates from the field","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hydrography; Ocean current; Atmosphere (unit); Lead (geology); Circulation (fluid dynamics); Ocean chemistry; Ocean observations; Current (fluid); Slowdown","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":[0.007733372,0.001685236,0.001131351,0.00849527,0.001478519,0.005166736,0.0045681,0.0022608,0.2625355],"category_scores_gemma":[0.02174136,0.001308695,0.0007778473,0.007498697,0.0007818472,0.008259297,0.005826825,0.0029159,0.2261156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00162782,"about_ca_system_score_gemma":0.005577759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02167103,"about_ca_topic_score_gemma":0.03146037,"domain_scores_codex":[0.9973719,0.0003912706,0.0002377184,0.0003392872,0.001413061,0.0002467109],"domain_scores_gemma":[0.9819754,0.003295043,0.0007280226,0.003190536,0.007585461,0.003225645],"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":[0.00005726859,0.00002487614,0.0003137167,0.0001376264,0.000005601149,0.00002738161,0.00005570734,0.00008222317,0.0001047274,0.0008124452,0.9534101,0.04496836],"study_design_scores_gemma":[0.00001342155,0.000004941337,0.0003998269,0.0000766255,0.000003804346,0.00001859542,0.00002522403,0.00005264153,0.00009953386,0.0005338769,0.9987609,0.00001050955],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.002516965,0.006102731,0.0225368,0.02463305,0.01688242,0.0007360905,0.5270895,0.1074622,0.2920403],"genre_scores_gemma":[0.008547978,0.006780631,0.04832614,0.00640611,0.004783941,0.001375379,0.6690837,0.03679939,0.2178968],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2625355,"threshold_uncertainty_score":0.8782687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02156875068168959,"score_gpt":0.2158363110734656,"score_spread":0.194267560391776,"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."}}