{"id":"W2041807538","doi":"10.3138/jsp.43.1.76","title":"Exploring How Library Publishing Services Facilitate Scholarly Communication","year":2011,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarly communication; Publishing; Digitization; Certification; Promotion (chess); Function (biology); Electronic publishing; Popularity; Public relations; Library science; World Wide Web; Business; Computer science; Political science; Management; Economics; Telecommunications; The Internet","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01493816,0.0003529011,0.0005009147,0.006881503,0.005431423,0.01848905,0.001706712,0.001734859,0.01519837],"category_scores_gemma":[0.1269138,0.0004273723,0.0007230875,0.01043596,0.002766873,0.01857503,0.007782741,0.001719633,0.002725974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007368504,"about_ca_system_score_gemma":0.01278149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01195955,"about_ca_topic_score_gemma":0.01256064,"domain_scores_codex":[0.9703715,0.01995951,0.001665473,0.0007446515,0.004223219,0.003035456],"domain_scores_gemma":[0.7884992,0.1639931,0.02405477,0.003345622,0.01345851,0.006648813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006665563,0.001244287,0.3962762,0.001896624,0.0002168018,0.00185979,0.274474,0.0006836164,0.001008176,0.04343488,0.01134132,0.2668977],"study_design_scores_gemma":[0.0001854229,0.0003661639,0.3105413,0.001362861,0.0003450982,0.0007608604,0.5720583,0.002800761,0.001778479,0.01581351,0.09383179,0.0001554394],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8579378,0.001429148,0.002072909,0.01019024,0.00007808564,0.0002361605,0.0002495678,0.0001330723,0.1276732],"genre_scores_gemma":[0.9938246,0.0009741314,0.001406436,0.0004828071,0.0000811947,0.00009207024,0.00009097121,0.00003578194,0.003012113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9815109,"threshold_uncertainty_score":0.07900149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8332413547542352,"score_gpt":0.4585807703599362,"score_spread":0.374660584394299,"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."}}