{"id":"W2567279352","doi":"10.22230/src.2016v7n2/3a259","title":"Research Commons: Site of Innovation, Experimentation, and Collaboration in Academic Libraries","year":2016,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Research Data Management Practices","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Scholarship; Digital scholarship; Commons; Digital library; Scholarly communication; Digital humanities; Knowledge management; Public relations; Sociology; Academic library; Political science; Library science; Engineering ethics; Computer science; Engineering; Publishing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.02369647,0.00007712907,0.0001191852,0.001779836,0.0005877767,0.003194767,0.001756763,0.0001093644,0.000006147174],"category_scores_gemma":[0.008938798,0.00006024981,0.000005680505,0.005251386,0.0008514199,0.07170253,0.003059025,0.00100963,0.000009390493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009009177,"about_ca_system_score_gemma":0.0002881834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002636383,"about_ca_topic_score_gemma":0.0001839975,"domain_scores_codex":[0.9935511,0.003926342,0.0004949679,0.000375007,0.00130833,0.0003442607],"domain_scores_gemma":[0.9928203,0.003065031,0.0001398699,0.001351145,0.002547703,0.00007600269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00004909874,0.00005802593,0.02769539,0.00003566391,0.000008728055,0.000001033641,0.002432693,4.568232e-7,0.03478622,0.9159729,0.001127269,0.01783249],"study_design_scores_gemma":[0.003678544,0.0008417611,0.4672311,0.001196048,0.000004771592,0.000008011938,0.01342994,0.001281649,0.06761672,0.3429736,0.1012531,0.0004847166],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8895527,0.008558402,0.01222216,0.08559624,0.00003037626,0.001091811,0.00001384692,0.00005052219,0.002884002],"genre_scores_gemma":[0.973486,0.01717672,0.008703873,0.0000413279,0.00001192863,0.0001339391,0.00002099842,0.000007092467,0.0004180962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5729993,"threshold_uncertainty_score":0.9994093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2617706557646328,"score_gpt":0.5054330858837401,"score_spread":0.2436624301191074,"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."}}