{"id":"W6968674619","doi":"10.5281/zenodo.5045016","title":"SSH Vocabulary Initiative - What Users Want","year":2021,"lang":"en","type":"article","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":"Canarie","funders":"European Commission","keywords":"Vocabulary; Relevance (law); Controlled vocabulary; Community of practice; Semantic Web; Work (physics); Linked data","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01393951,0.000638011,0.0007282978,0.001111487,0.004159677,0.01297983,0.002177654,0.004753111,0.0615108],"category_scores_gemma":[0.01792827,0.0003691174,0.0008464616,0.001437665,0.002349237,0.02314785,0.01342606,0.003917897,0.05661156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002075001,"about_ca_system_score_gemma":0.005090435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004693436,"about_ca_topic_score_gemma":0.008082759,"domain_scores_codex":[0.9924989,0.002737963,0.0004569301,0.0005875212,0.002363271,0.001355378],"domain_scores_gemma":[0.9860886,0.002215935,0.0003463152,0.001425573,0.004093997,0.00582968],"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":[0.0001277082,0.0001408004,0.002926792,0.0007431814,0.000009853905,0.0003177513,0.01966568,0.00004582101,0.003005376,0.02200588,0.8563612,0.09465002],"study_design_scores_gemma":[0.00001283886,0.00002445091,0.0005985841,0.0002138961,0.00000244912,0.00008016846,0.01545407,0.00005783383,0.0002519673,0.004635255,0.9786448,0.00002365142],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04422858,0.006859486,0.02773671,0.3228196,0.0147533,0.002159978,0.01525231,0.01438203,0.551808],"genre_scores_gemma":[0.1834162,0.005564357,0.06078181,0.1400218,0.005557359,0.004387222,0.04145541,0.009825997,0.54899],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9870202,"threshold_uncertainty_score":0.2057741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1036436249125382,"score_gpt":0.2992159535700601,"score_spread":0.1955723286575219,"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."}}