{"id":"W2987330489","doi":"10.5703/1288284317000","title":"The Future of Research Information: Open, Connected, Seamless","year":2019,"lang":"en","type":"article","venue":"","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Purdue Pharma (Canada)","funders":"","keywords":"Computer science; World Wide Web; Open research; Data science; Internet privacy","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":["metaresearch","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.05270127,0.0006616382,0.001076974,0.007033003,0.006616477,0.04679476,0.004528696,0.006614876,0.01487675],"category_scores_gemma":[0.05859855,0.001060187,0.001055702,0.009064532,0.02537649,0.08793221,0.02371073,0.007789004,0.008797701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004177869,"about_ca_system_score_gemma":0.01451324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001343432,"about_ca_topic_score_gemma":0.001438445,"domain_scores_codex":[0.9570284,0.02472067,0.002855741,0.002624051,0.01126155,0.0015096],"domain_scores_gemma":[0.9111747,0.02989803,0.004608409,0.03060929,0.01015992,0.01354963],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000994872,0.0000893461,0.002177343,0.001083363,0.0001025167,0.0001840784,0.01447208,0.000148614,0.0009652158,0.5869584,0.1097813,0.2839381],"study_design_scores_gemma":[0.00001619552,0.00003115632,0.000842259,0.0009675017,0.00003637017,0.0002468856,0.005627873,0.000116697,0.0002276639,0.2058572,0.7859997,0.00003039328],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.009067002,0.1088952,0.1004871,0.4522565,0.01005706,0.0002943867,0.0008098283,0.002599551,0.3155333],"genre_scores_gemma":[0.353432,0.1618261,0.2986006,0.06833203,0.024271,0.001170331,0.001739682,0.001686851,0.08894131],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9954713,"threshold_uncertainty_score":0.2787144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1101796590294121,"score_gpt":0.4292041004638013,"score_spread":0.3190244414343892,"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."}}