{"id":"W2112341358","doi":"10.1108/jd-10-2013-0133","title":"Beyond traditional publishing models","year":2015,"lang":"en","type":"article","venue":"Journal of Documentation","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Publishing; Timeline; Originality; Audience measurement; Publicity; Scholarly communication; Sociology; Product (mathematics); Electronic publishing; Process (computing); Computer science; Library science; World Wide Web; The Internet; Social science; History; Political science; Qualitative research; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01517681,0.0008517826,0.0007014266,0.003895141,0.005833174,0.02965625,0.00393651,0.004917914,0.03148024],"category_scores_gemma":[0.03137983,0.0005932511,0.00110824,0.00513771,0.02041884,0.03043174,0.0057935,0.004400867,0.01151687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008165469,"about_ca_system_score_gemma":0.008510582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002640553,"about_ca_topic_score_gemma":0.002028831,"domain_scores_codex":[0.9856012,0.00727682,0.0006904613,0.001793232,0.003937548,0.00070069],"domain_scores_gemma":[0.9556898,0.02245511,0.002640187,0.0110575,0.006055045,0.002102433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001127356,0.0000178447,0.0001738041,0.00004388066,0.000003652436,0.00005169379,0.001501857,0.0003669971,0.00002962687,0.990395,0.001839674,0.005564711],"study_design_scores_gemma":[0.00003557781,0.00004272164,0.0001838337,0.0002305179,0.00001209572,0.0002599948,0.00193055,0.003250922,0.0002157863,0.8177137,0.1761014,0.00002292008],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01817264,0.003223836,0.1216796,0.02706707,0.001048822,0.0003774751,0.0003445489,0.0006002375,0.8274859],"genre_scores_gemma":[0.7040083,0.005838308,0.05469727,0.003342896,0.001850722,0.0009041399,0.0004246041,0.0006279215,0.2283058],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9703438,"threshold_uncertainty_score":0.1053119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1789991944869216,"score_gpt":0.282738277874853,"score_spread":0.1037390833879314,"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."}}