{"id":"W2048231489","doi":"10.1087/095315107779490599","title":"The impact of open access publishing (and other access initiatives) on use and users of digital scholarly journals","year":2007,"lang":"en","type":"article","venue":"Learned Publishing","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Publishing; Order (exchange); Scholarly communication; Open access publishing; Library science; Electronic publishing; Digital library; Political science; World Wide Web; Computer science; Business; History; Art; The Internet; 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":["metaresearch","bibliometrics","scholarly_communication","open_science"],"consensus_categories":["metaresearch","bibliometrics","scholarly_communication"],"category_scores_codex":[0.06558899,0.0001885765,0.0004227674,0.02532577,0.0005522424,0.610657,0.0114314,0.0001905923,0.0001434934],"category_scores_gemma":[0.3760146,0.0001037726,0.0001440779,0.07250997,0.0003715467,0.268899,0.007443289,0.001133325,0.000002405592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001125032,"about_ca_system_score_gemma":0.0003365711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002683668,"about_ca_topic_score_gemma":0.00009525381,"domain_scores_codex":[0.9901346,0.000442639,0.001203709,0.0007131518,0.006734502,0.0007714061],"domain_scores_gemma":[0.9593936,0.03153877,0.001518259,0.0009517002,0.005853108,0.0007446051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001555501,0.00006542824,0.8832722,0.00000369759,0.0000543945,0.000005124434,0.0003607681,0.00005577325,0.0001236652,0.002067585,0.003258847,0.1105769],"study_design_scores_gemma":[0.0007039662,0.0001542485,0.9817672,0.00005447563,0.000004192272,0.00001011012,0.001199641,0.0003526376,0.0004165136,0.01274183,0.002452223,0.000142941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.962359,0.0005217647,0.0006374635,0.002176734,0.0001501186,0.0003093043,0.00009677088,0.000009906903,0.03373898],"genre_scores_gemma":[0.9991109,0.0001940083,0.0001068553,0.0002217173,0.00006287738,0.000002283141,0.00000218814,0.00001931659,0.0002797938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.341758,"threshold_uncertainty_score":0.9939172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.800087479290809,"score_gpt":0.6489497974727992,"score_spread":0.1511376818180098,"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."}}