{"id":"W4306750932","doi":"10.31274/jlsc.14460","title":"Book review: Open access in theory and practice: The theory-practice relationship and openness.","year":2022,"lang":"en","type":"article","venue":"Journal of Librarianship and Scholarly Communication","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Openness to experience; Publishing; Open science; Scholarly communication; Library science; Sociology; Public relations; Engineering ethics; Political science; Social science; Computer science; Psychology; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication"],"consensus_categories":["metaresearch","scholarly_communication"],"category_scores_codex":[0.03486225,0.00007628951,0.0001614525,0.0001493699,0.002076744,0.006934382,0.002264137,0.00004325655,0.0003066922],"category_scores_gemma":[0.01400445,0.0000561452,0.00002344452,0.0006463645,0.000284582,0.2114928,0.001450079,0.0009894111,0.000001369483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003633553,"about_ca_system_score_gemma":0.0004209121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008315491,"about_ca_topic_score_gemma":0.000003684443,"domain_scores_codex":[0.9871078,0.01166841,0.0005644581,0.0001063037,0.0004243948,0.0001286421],"domain_scores_gemma":[0.9885163,0.01000998,0.0008495233,0.0003507059,0.000166554,0.0001069076],"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":[0.0002988233,0.00005491401,0.009004236,0.00001963334,0.0000160905,0.000003121682,0.04611972,0.000003291541,0.000001486501,0.901895,0.03087288,0.01171081],"study_design_scores_gemma":[0.0003483396,0.00005740704,0.03429005,0.0001451031,0.00003269617,0.00009652239,0.04158718,0.000006754357,5.886114e-7,0.05948396,0.8638749,0.00007654559],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00711075,0.4116901,0.0001290728,0.5148464,0.0001265742,0.000739501,0.000005026707,0.00001072605,0.06534189],"genre_scores_gemma":[0.4491601,0.2675192,0.002029525,0.2778437,0.0000938212,0.00005693887,0.00001268408,0.00001455175,0.003269483],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.842411,"threshold_uncertainty_score":0.9992224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08324412778292907,"score_gpt":0.4223793383865874,"score_spread":0.3391352106036584,"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."}}