{"id":"W2964667968","doi":"","title":"Are we walking the talk? Tensions between librarians' values, academic freedom and open scholarship","year":2019,"lang":"en","type":"article","venue":"Brock University Digital Repository (Brock University)","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Academic freedom; Sociology; Media studies; Public relations; Political science; Higher education; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.00009024898,0.0003869637,0.0006123679,0.0007634215,0.001593113,0.003892435,0.009245451,0.0005738389,0.00002520991],"category_scores_gemma":[0.001209397,0.000327522,0.0002349162,0.002147079,0.0003621954,0.02056988,0.007550414,0.001659625,0.0001677881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000273305,"about_ca_system_score_gemma":0.0003032676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001380845,"about_ca_topic_score_gemma":0.00006837591,"domain_scores_codex":[0.9958008,0.0005392921,0.0004680626,0.001260099,0.001339541,0.0005921946],"domain_scores_gemma":[0.9949254,0.0020889,0.0008962455,0.001091436,0.0004234322,0.0005745859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001454146,0.00003305742,0.8164479,0.00001002168,0.00009668509,0.0001047403,0.00009424792,0.000103121,0.0007014571,0.0004121533,0.1793736,0.00247763],"study_design_scores_gemma":[0.001313649,0.00007783306,0.2827948,0.0002466184,0.0001317614,0.0001023483,0.04860139,0.00002441534,0.0001159581,0.003338468,0.6625845,0.0006681833],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.922914,0.0002431853,0.0004861034,0.0004612786,0.0007460279,0.0007487675,0.0001557512,0.0002212317,0.0740236],"genre_scores_gemma":[0.5469711,0.00005798508,0.0000661791,0.000134797,0.0001632742,1.150417e-7,0.00001004333,0.00002104349,0.4525755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.533653,"threshold_uncertainty_score":0.9999177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07171440662490225,"score_gpt":0.2896803627318788,"score_spread":0.2179659561069766,"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."}}