{"id":"W3136849600","doi":"10.5703/1288284317199","title":"Intriguing New Model for Improved Visibility and Access to Theses and Dissertations","year":2020,"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":"Discoverability; Digitization; Metadata; Scholarly communication; World Wide Web; Leverage (statistics); Library science; Computer science; Digital library; Service (business); DSPACE; Business; Public relations; Political science; Marketing; Telecommunications","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":[0.02066698,0.000727826,0.0008375284,0.007220469,0.007859071,0.03114355,0.004664895,0.008269466,0.04724574],"category_scores_gemma":[0.07438113,0.001397079,0.00184889,0.007106727,0.01645738,0.06249487,0.01780825,0.006816139,0.01428106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008771775,"about_ca_system_score_gemma":0.01370537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01161224,"about_ca_topic_score_gemma":0.007814144,"domain_scores_codex":[0.9807351,0.006806576,0.0008592767,0.004232587,0.005531902,0.001834397],"domain_scores_gemma":[0.9243539,0.02443494,0.004242745,0.0239041,0.01480262,0.008261763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006862211,0.0002121281,0.002377377,0.00007115931,0.00002000467,0.0001388056,0.004038387,0.0004345456,0.0006301291,0.9440727,0.02057273,0.02736348],"study_design_scores_gemma":[0.0001241649,0.0001724868,0.001814728,0.000204401,0.00004327313,0.0005268283,0.003714253,0.006760279,0.00095464,0.6406502,0.3449191,0.0001156768],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04074614,0.001013172,0.266906,0.1524378,0.001218379,0.0006791771,0.001145656,0.003539134,0.5323145],"genre_scores_gemma":[0.6635165,0.001582498,0.1331563,0.01887092,0.001610434,0.001325581,0.001065276,0.001658857,0.1772136],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9688565,"threshold_uncertainty_score":0.1580527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2634214053913606,"score_gpt":0.4438163906136938,"score_spread":0.1803949852223332,"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."}}