{"id":"W2572296814","doi":"","title":"Connecting Readers with Open Access Resources: The CUFTS Free! Open Access Collections Group.","year":2009,"lang":"en","type":"article","venue":"International Conference on Electronic Publishing","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Simon Fraser University","funders":"","keywords":"World Wide Web; Computer science; Metadata; Directory; Download; Free access; Dissemination; Suite; Digital library; Library science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":["scholarly_communication","open_science"],"category_scores_codex":[0.003422646,0.0002538098,0.0002241149,0.0005164382,0.001167729,0.4008934,0.08253304,0.00006825499,0.0002362528],"category_scores_gemma":[0.002766557,0.0001850895,0.00004355818,0.002075528,0.00006686695,0.2883586,0.01778845,0.001191219,0.000009388331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005615563,"about_ca_system_score_gemma":0.0008485236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005590303,"about_ca_topic_score_gemma":0.007537907,"domain_scores_codex":[0.9959759,0.0004122201,0.0003729342,0.001059485,0.001357921,0.0008216003],"domain_scores_gemma":[0.9963895,0.0006649199,0.0005190561,0.001705621,0.0005722839,0.0001486163],"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":[0.0001461168,0.0001434974,0.0001078723,0.000002893953,0.0001428801,0.00001796146,0.0003423775,0.0002600919,0.00003721003,0.9619457,0.0231255,0.01372793],"study_design_scores_gemma":[0.003853262,0.001362294,0.004853075,0.0004291324,0.00004221996,0.000121912,0.002447604,0.07801215,0.0004132253,0.3148161,0.5925677,0.001081347],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003308714,0.00004014845,0.1611868,0.265708,0.0003352633,0.00145411,0.00002371753,0.000219783,0.5677235],"genre_scores_gemma":[0.9868824,0.0002256246,0.001788411,0.005534064,0.0001655412,0.0001964943,0.00007574219,0.00002014482,0.005111583],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9835737,"threshold_uncertainty_score":0.9901555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2467337061892163,"score_gpt":0.4549211222247437,"score_spread":0.2081874160355273,"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."}}