{"id":"W4235608027","doi":"10.1353/scp.2012.0019","title":"Giving It Away: Sharing and the Future of Scholarly Communication","year":2012,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Web and Library Services","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Scholarly communication; Business; Knowledge management; Internet privacy; Public relations; Computer science; Political science; Law","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":[0.01810371,0.0004907254,0.0008922465,0.003275605,0.01442582,0.0394362,0.002376165,0.00894286,0.03375094],"category_scores_gemma":[0.03327514,0.0003824093,0.0006137652,0.005505396,0.03444495,0.05490852,0.01081865,0.007555356,0.00393287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005720691,"about_ca_system_score_gemma":0.01135454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004512337,"about_ca_topic_score_gemma":0.004244984,"domain_scores_codex":[0.9891116,0.006933436,0.0003597225,0.0006621703,0.001818138,0.00111481],"domain_scores_gemma":[0.9572052,0.0237594,0.002746859,0.005740649,0.004657412,0.005890396],"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":[0.00007524039,0.00006786624,0.0008707631,0.000249779,0.00001549883,0.0001195204,0.04305442,0.0001946995,0.0001349954,0.8101361,0.04408626,0.1009947],"study_design_scores_gemma":[0.00001853857,0.00003091964,0.0006561516,0.0006436189,0.0000181539,0.0001887127,0.03219537,0.0003138133,0.000118018,0.6668506,0.2989288,0.00003733112],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03148577,0.06495195,0.006827936,0.4502325,0.004932891,0.00003311761,0.0001574861,0.0001642925,0.441214],"genre_scores_gemma":[0.8969297,0.03319641,0.003084248,0.01748934,0.00726966,0.00008053223,0.0001098481,0.0001865237,0.04165374],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9605638,"threshold_uncertainty_score":0.1129081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01990229906560322,"score_gpt":0.2339625293979542,"score_spread":0.2140602303323509,"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."}}