{"id":"W6948516371","doi":"10.5281/zenodo.11821654","title":"Iso 15016 pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Work (physics); Power (physics); Normative; Sea trial","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["open_science","insufficient_payload"],"category_scores_codex":[0.001286763,0.0002655293,0.0002149492,0.001013337,0.0006754588,0.01765908,0.007760081,0.0001357356,0.06512613],"category_scores_gemma":[0.0008136201,0.0002657677,0.00007944516,0.001175068,0.0001562009,0.005129172,0.01018233,0.0006245659,0.3748104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001447555,"about_ca_system_score_gemma":0.000007689472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004943305,"about_ca_topic_score_gemma":9.690028e-7,"domain_scores_codex":[0.9966204,0.0004948753,0.0002562354,0.001109213,0.0009385931,0.0005806757],"domain_scores_gemma":[0.997322,0.00002961854,0.0001803979,0.002020978,0.0002036451,0.0002433966],"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":[0.000003987214,0.00005108872,3.953344e-8,0.0002061421,0.00009502079,0.00008983204,0.00008027321,8.730175e-7,0.00004282507,0.1072909,0.8599261,0.03221295],"study_design_scores_gemma":[0.0001628844,0.000109497,0.000003850013,0.0001413083,0.00001706215,0.00005469496,0.00003705533,0.0002295587,0.00001521695,0.0005407906,0.9984131,0.0002749487],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[5.403356e-7,0.0005669454,0.1010927,0.002093014,0.0003299101,0.0005040749,0.0001748793,0.002653556,0.8925844],"genre_scores_gemma":[0.00009885561,0.001331929,0.002347392,0.0001847424,0.0003763726,7.881442e-8,0.001016702,0.006582249,0.9880617],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3096843,"threshold_uncertainty_score":0.9999794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06232898781091272,"score_gpt":0.2965202302756992,"score_spread":0.2341912424647865,"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."}}