{"id":"W4292322725","doi":"10.29173/istl1918","title":"Scholarly Communication: The Use and Non-Use of E-Print Archives for the Dissemination of Scientific Information","year":2002,"lang":"en","type":"article","venue":"Issues in Science and Technology Librarianship","topic":"Research Data Management Practices","field":"Computer Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarly communication; Visibility; Library science; Sample (material); Scientific communication; Population; Information Dissemination; Sociology; Public relations; Social science; World Wide Web; Political science; Publishing; Computer science; Chemistry; Physics; 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":[{"model":"gemma","categories":["scholarly_communication","metaresearch"],"domain":"reproducibility","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["scholarly_communication"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01678567,0.0001857485,0.0003571475,0.005094034,0.00153062,0.004605163,0.001054478,0.001095095,0.005923006],"category_scores_gemma":[0.1663412,0.0002625165,0.0002715911,0.004689061,0.001197594,0.004203208,0.001938504,0.0011115,0.0013902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001282274,"about_ca_system_score_gemma":0.002795473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006313239,"about_ca_topic_score_gemma":0.00424282,"domain_scores_codex":[0.9759278,0.01095591,0.002993217,0.0006653681,0.008580235,0.0008774759],"domain_scores_gemma":[0.7128758,0.1678965,0.0681246,0.01089698,0.03285816,0.00734803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002505041,0.0003562932,0.7936728,0.0004575214,0.0001288128,0.0004930437,0.04490924,0.0001193243,0.0006216157,0.001871996,0.007813679,0.1493051],"study_design_scores_gemma":[0.00004766518,0.0003794541,0.8676458,0.0005629579,0.0001461603,0.002360685,0.09492507,0.0008322541,0.0009040557,0.001326649,0.03078524,0.00008400805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9662645,0.001965937,0.0007645774,0.005625559,0.00008435851,0.0001233252,0.0006717836,0.00004478367,0.0244552],"genre_scores_gemma":[0.9950854,0.001358542,0.0005788656,0.0006167731,0.0001144576,0.00005432484,0.0002030969,0.00001999975,0.001968415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9953948,"threshold_uncertainty_score":0.08877218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1237645701556789,"score_gpt":0.3365597088563344,"score_spread":0.2127951387006555,"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."}}