{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.03610078,0.0003764666,0.0008980806,0.009051114,0.01483114,0.04033453,0.003398187,0.004091144,0.01399904],"category_scores_gemma":[0.05411422,0.0005069052,0.000805063,0.01010866,0.04740221,0.02298172,0.027791,0.002231792,0.001816537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.010853,"about_ca_system_score_gemma":0.02224774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002755944,"about_ca_topic_score_gemma":0.003646592,"domain_scores_codex":[0.9220632,0.06351998,0.002177673,0.002052765,0.007388966,0.002797451],"domain_scores_gemma":[0.8604861,0.1043649,0.009553687,0.01251137,0.004333291,0.008750584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002628284,0.000441516,0.0240387,0.001879042,0.00006541262,0.001079421,0.2098482,0.001363872,0.0007920002,0.5437382,0.0103273,0.2061634],"study_design_scores_gemma":[0.00006184576,0.0003044464,0.01300597,0.002164414,0.00007579713,0.001441074,0.2881288,0.00209677,0.002112386,0.3632869,0.3272003,0.0001212596],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3233808,0.0210439,0.03438408,0.04437063,0.0006320669,0.0005258075,0.0002777793,0.0009721968,0.5744127],"genre_scores_gemma":[0.9817066,0.002762631,0.005921789,0.000818601,0.00020142,0.0002595104,0.00006068246,0.0001028573,0.008165921],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9966018,"threshold_uncertainty_score":0.1909215,"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."}}