{"id":"W6912023662","doi":"10.5281/zenodo.16798905","title":"NetCDF templates and code for creating and loading ATOMIX ADV benchmark datasets","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"North Pacific Marine Science Organization","funders":"","keywords":"NetCDF; Metadata; Benchmark (surveying); Namespace; Metadata repository; Collation; Template; Code (set theory)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004317561,0.003886376,0.002124843,0.005453222,0.001609383,0.004208966,0.007452082,0.001718372,0.193514],"category_scores_gemma":[0.01609646,0.002552206,0.002829716,0.005356633,0.0008469679,0.004372876,0.00387106,0.003715984,0.1590971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003209253,"about_ca_system_score_gemma":0.002846034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01285021,"about_ca_topic_score_gemma":0.0120432,"domain_scores_codex":[0.997276,0.0002499118,0.0003939919,0.0005751306,0.001239749,0.0002652639],"domain_scores_gemma":[0.994148,0.001741144,0.0003736788,0.001559191,0.001827941,0.0003501068],"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":[0.0003223166,0.00009329241,0.001537463,0.0006814098,0.00007212097,0.0001546523,0.0001176226,0.001919974,0.001955782,0.002566548,0.958592,0.03198682],"study_design_scores_gemma":[0.0006071202,0.00006909204,0.004775805,0.000386519,0.00006310869,0.0003239772,0.0001387216,0.01376169,0.01823913,0.01189895,0.9495283,0.0002074613],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.00198232,0.0002669863,0.06428988,0.0004648007,0.0003320066,0.0007440799,0.3599965,0.5552332,0.01669038],"genre_scores_gemma":[0.007180976,0.0003211081,0.08226422,0.0007837756,0.0001148365,0.002740031,0.7131618,0.1815321,0.0119012],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.193514,"threshold_uncertainty_score":0.647369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08875046749206855,"score_gpt":0.343694246758456,"score_spread":0.2549437792663874,"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."}}