{"id":"W4220990419","doi":"10.5281/zenodo.5872645","title":"FAIR Digital Object Demonstrators 2021","year":2022,"lang":"en","type":"report","venue":"ORCA Online Research @Cardiff (Cardiff University)","topic":"Research Data Management Practices","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canarie","funders":"","keywords":"Object (grammar); Computer science; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity"],"consensus_categories":["scholarly_communication","open_science"],"category_scores_codex":[0.009148387,0.001016531,0.001546675,0.006383187,0.001881281,0.006798861,0.01509564,0.0006224639,0.0006398328],"category_scores_gemma":[0.007549464,0.001131951,0.001351326,0.00930329,0.0008925293,0.02577511,0.02695617,0.006463076,0.0003846265],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005405601,"about_ca_system_score_gemma":0.01437743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00148372,"about_ca_topic_score_gemma":0.0002091927,"domain_scores_codex":[0.975787,0.003152633,0.0008281543,0.003645199,0.01334948,0.003237525],"domain_scores_gemma":[0.9867022,0.002025957,0.0005859282,0.006381547,0.002571991,0.001732372],"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":[0.0003133247,0.002469965,0.004666994,0.001264512,0.006354684,0.04520153,0.0002582454,0.0004519894,0.0001095218,0.04248111,0.7170121,0.179416],"study_design_scores_gemma":[0.0007491581,0.0004271511,0.0008254517,0.0001349918,0.0001175236,0.0001612227,0.001562818,0.0004443289,0.00001478557,0.0001934897,0.9943311,0.001037958],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001796494,0.001827873,0.01822509,0.003853295,0.002342384,0.002721798,0.005360878,0.0007519456,0.9631202],"genre_scores_gemma":[0.03446083,0.1151073,0.007697619,0.000106809,0.004211289,0.00008206658,0.009629278,0.000517175,0.8281876],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.277319,"threshold_uncertainty_score":0.9994181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1794433472027184,"score_gpt":0.3935086302532678,"score_spread":0.2140652830505494,"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."}}