{"id":"W4255964911","doi":"10.1080/00987913.2003.10764807","title":"Electronic Journal Supplementary Content, Browser Plug-ins, and the Transformation of Reading","year":2003,"lang":"en","type":"article","venue":"Serials Review","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Reading (process); Computer science; World Wide Web; Plug-in; Library science; National library; Electronic book; Electronic library; Digital library; Political science; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003680762,0.00006683665,0.0002301934,0.0000252588,0.0002775271,0.0002839015,0.0001609171,0.00001408861,0.0007991394],"category_scores_gemma":[0.0002045461,0.00003949794,0.00006752729,0.00002542706,0.00008187842,0.0007077137,0.000009673466,0.0001770907,0.000003130647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002392187,"about_ca_system_score_gemma":0.00005159186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001285945,"about_ca_topic_score_gemma":0.0002359305,"domain_scores_codex":[0.9986804,0.0006049057,0.0004197407,0.00005118145,0.0001112614,0.0001324938],"domain_scores_gemma":[0.9994302,0.00006998547,0.0002103128,0.0001621791,0.0001056544,0.00002167248],"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":[0.00001382494,0.00001226609,0.00001554869,0.0003091096,0.00004501849,6.771382e-8,0.003977174,1.029473e-7,0.0001527372,0.9873692,0.004477807,0.003627172],"study_design_scores_gemma":[0.0007574522,0.00003819535,0.0000189161,0.0007323679,0.000108004,0.00001983249,0.001066214,0.000001569233,0.0001599039,0.0083939,0.9886376,0.00006604944],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1174949,0.790683,0.0001642404,0.02854273,0.000984313,0.001959521,0.00009610415,0.00004246841,0.06003272],"genre_scores_gemma":[0.7126055,0.2858577,0.00002998939,0.001030759,0.00008834162,0.00001624938,0.00003639624,0.000006835951,0.0003281504],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9841598,"threshold_uncertainty_score":0.8750017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05592709999759433,"score_gpt":0.2606946653190434,"score_spread":0.2047675653214491,"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."}}