{"id":"W4205113614","doi":"10.29242/report.rdspartnerships2022","title":"Research Data Services: Partnerships","year":2022,"lang":"en","type":"report","venue":"","topic":"Research Data Management Practices","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Interoperability; Commit; Context (archaeology); Task force; Public relations; Political science; Task (project management); Working group; Library science; Knowledge management; World Wide Web; Public administration; Computer science; Engineering","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":["metaresearch","metaepi_narrow","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["scholarly_communication","open_science"],"category_scores_codex":[0.0525343,0.0002939909,0.0003759192,0.00116574,0.0006998812,0.01102107,0.05613301,0.0001641866,0.002438822],"category_scores_gemma":[0.001946582,0.0002640678,0.00006215315,0.002554215,0.0001112546,0.04866273,0.106757,0.002989025,0.0007687105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005486364,"about_ca_system_score_gemma":0.003746002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004404932,"about_ca_topic_score_gemma":0.001546268,"domain_scores_codex":[0.9813034,0.002120438,0.0005622163,0.002825053,0.01196565,0.001223231],"domain_scores_gemma":[0.976618,0.001716186,0.0003245824,0.02013332,0.0009060843,0.0003018593],"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":[0.000004582115,0.0001103249,0.00007265952,0.0007467973,0.0001487446,0.0005137295,0.00003948926,0.000003318876,0.000001000562,0.09839441,0.8884959,0.011469],"study_design_scores_gemma":[0.00007696409,0.0000654079,0.00006926658,0.00004581716,0.00001286346,0.00003240349,0.0003881207,0.003248833,0.000002293597,0.0005102927,0.9952651,0.000282685],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003385695,0.001569867,0.01637638,0.007865466,0.001250957,0.0008076211,0.0002534975,0.0004019216,0.9714709],"genre_scores_gemma":[0.0008133156,0.05623521,0.02884035,0.0006336899,0.001327907,0.0004357448,0.01074327,0.0001171714,0.9008533],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1067691,"threshold_uncertainty_score":0.9999812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8217691073886965,"score_gpt":0.5650690930468558,"score_spread":0.2567000143418406,"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."}}