{"id":"W2147532750","doi":"","title":"Scholarly Communication in Transition: Evidence for the Rise of a Two-Tier System","year":2005,"lang":"en","type":"article","venue":"","topic":"Web visibility and informetrics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Scholarly communication; Transition (genetics); World Wide Web; Communications system; Data science; Telecommunications; Publishing; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001673408,0.00004570574,0.00008181851,0.00009630552,0.00008114963,0.0001542549,0.0009437941,0.00003008878,0.000004741838],"category_scores_gemma":[0.0001516607,0.00003115841,0.00004763515,0.0006455229,0.00003604749,0.003245866,0.00006468826,0.00009395751,0.000009712317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006724697,"about_ca_system_score_gemma":0.00005914125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001438763,"about_ca_topic_score_gemma":0.0001120663,"domain_scores_codex":[0.9993006,0.00006441649,0.000269548,0.0001046849,0.0001665595,0.00009419648],"domain_scores_gemma":[0.9983588,0.0006586269,0.00006202882,0.0007385678,0.000161538,0.00002041445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005046802,0.0001550617,0.001180064,0.0002338325,0.00001661176,2.638662e-7,0.008187222,0.007054168,0.0003121452,0.7978775,0.000884965,0.1840477],"study_design_scores_gemma":[0.000614866,0.00008299336,0.003415253,0.0001761485,0.000006662376,0.00000360025,0.0003575803,0.9885718,0.002126489,0.0007091978,0.003849103,0.0000863719],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01735442,0.002094207,0.9726841,0.005747257,0.00004296838,0.0004027427,0.000001290153,0.00004316161,0.001629871],"genre_scores_gemma":[0.927808,0.0000488592,0.07181785,0.0002294354,0.0000159966,0.00002701605,2.367347e-7,0.000001450711,0.00005110674],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9815176,"threshold_uncertainty_score":0.2353175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0840522923059054,"score_gpt":0.3267809112833986,"score_spread":0.2427286189774933,"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."}}