{"id":"W6912735948","doi":"10.5281/zenodo.6324359","title":"SOOS Science and Implementation Plan 2021-2025","year":2022,"lang":"en","type":"article","venue":"CINECA IRIS Institutial Research Information System (University of Genoa)","topic":"Research Data Management Practices","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Stephen's University","funders":"","keywords":"Plan (archaeology); Identification (biology); Key (lock); Data collection","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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00924942,0.0000857659,0.000139776,0.001753679,0.002891239,0.000944517,0.002943006,0.00002431617,0.00009537601],"category_scores_gemma":[0.0003549786,0.0001044201,0.00002641176,0.002850918,0.0005235104,0.03918026,0.005113584,0.0003228123,0.00007663744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007539173,"about_ca_system_score_gemma":0.001414893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001457061,"about_ca_topic_score_gemma":0.00005265086,"domain_scores_codex":[0.9954758,0.0003441972,0.0002493545,0.0003201152,0.003162279,0.0004482916],"domain_scores_gemma":[0.9977399,0.0001255667,0.0002298861,0.000724699,0.0009855223,0.000194493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001640415,0.0000469488,0.001093874,0.000418551,0.00005979647,0.00006370735,0.0103601,0.0004806256,0.001229946,0.8464096,0.01596092,0.1237119],"study_design_scores_gemma":[0.00196988,0.0005121891,0.00930325,0.00003943116,0.00001133491,0.00004514285,0.10903,0.04734104,0.000403158,0.00007798298,0.8309984,0.0002682733],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1042406,0.00009691944,0.7698458,0.00574072,0.0006721857,0.002796556,0.0002563238,0.0001771732,0.1161737],"genre_scores_gemma":[0.9961648,0.00008716094,0.003434839,0.00003180575,0.0000208646,0.000007242879,0.00004146008,0.00000216608,0.0002096875],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8919242,"threshold_uncertainty_score":0.9984069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1202703485932915,"score_gpt":0.3633053822577411,"score_spread":0.2430350336644496,"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."}}