{"id":"W2125598691","doi":"","title":"The Role of Academic Libraries in Building Open Communities of Scholars","year":2008,"lang":"en","type":"article","venue":"Elpub digital library","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Simon Fraser University","funders":"","keywords":"Publishing; Suite; Scholarly communication; Service (business); Library science; Electronic publishing; World Wide Web; Sociology; Computer science; Public relations; Political science; Business; The Internet","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"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0002301314,0.00009815836,0.0001850868,0.000119675,0.0004687287,0.002231421,0.002248071,0.00005547889,0.00007571172],"category_scores_gemma":[0.0001169299,0.0000740969,0.0000530596,0.0001087281,0.0006658969,0.02575092,0.001246431,0.0005460696,0.000005507907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006455885,"about_ca_system_score_gemma":0.0001230856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001638601,"about_ca_topic_score_gemma":0.00002668041,"domain_scores_codex":[0.9990614,0.000122886,0.0004116934,0.00007591905,0.0001673913,0.0001607166],"domain_scores_gemma":[0.9987577,0.0005067192,0.0001886556,0.000474284,0.00003669165,0.00003601318],"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":[0.00005948311,0.0000773167,0.1158127,0.00001176289,0.00002342987,8.471224e-7,0.02218842,0.000004052318,0.00004973993,0.850401,0.003049712,0.008321552],"study_design_scores_gemma":[0.0003148144,0.00007054037,0.01713726,0.0001846833,0.000003824484,0.000004531309,0.02200793,0.00006134062,0.001777553,0.1440559,0.8141993,0.0001823261],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7085711,0.003537002,3.960347e-7,0.0005572652,0.00005145935,0.0001076968,0.0001087257,0.00004504514,0.2870213],"genre_scores_gemma":[0.9966354,0.000379608,0.0001178318,0.00009133433,0.00005169408,0.00001225499,0.00008920635,0.00001941198,0.002603244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8111495,"threshold_uncertainty_score":0.9988043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04481592268338942,"score_gpt":0.2356920933360445,"score_spread":0.1908761706526551,"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."}}