{"id":"W6910908824","doi":"10.5281/zenodo.10015793","title":"2023 NMDC Ambassador Presentations","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Research Data Management Practices","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Metadata; Workflow; Stewardship (theology); Work (physics); Process (computing)","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003153224,0.0008268511,0.0005048398,0.001230119,0.003647168,0.004775807,0.00155639,0.003738545,0.5561423],"category_scores_gemma":[0.006877856,0.0004296631,0.0006410418,0.0007569538,0.0005760959,0.002251494,0.005665079,0.004077027,0.2545063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003325255,"about_ca_system_score_gemma":0.006437999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01103467,"about_ca_topic_score_gemma":0.02177759,"domain_scores_codex":[0.9975746,0.0002678389,0.00008680411,0.0002834263,0.001233755,0.0005535433],"domain_scores_gemma":[0.9910185,0.0002749104,0.0002136873,0.0002671782,0.004650135,0.003575521],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001868904,0.0000153221,0.00004656439,0.00001348536,7.38466e-7,0.00003492491,0.0000149354,0.00001313753,0.0000836893,0.0003716509,0.9932042,0.006182661],"study_design_scores_gemma":[0.000006167515,0.000007662366,0.0001298611,0.00002253336,5.293642e-7,0.00002890583,0.00007368289,0.00002238333,0.00005076297,0.0001554863,0.999499,0.000003066641],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00234113,0.003070035,0.002117223,0.126014,0.1245142,0.0008376201,0.006402744,0.00207107,0.732632],"genre_scores_gemma":[0.00436083,0.0007255559,0.0009472468,0.01716951,0.005807811,0.0002087846,0.002794538,0.0006680092,0.9673177],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9968468,"threshold_uncertainty_score":0.6331092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1163838697563476,"score_gpt":0.3293853320289485,"score_spread":0.2130014622726009,"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."}}