{"id":"W2678674505","doi":"10.4018/978-1-5225-2616-2.ch016","title":"Scientific Information Superhighway vs. Scientific Information Backroads in Computer Science","year":2017,"lang":"en","type":"book-chapter","venue":"Advances in human and social aspects of technology book series","topic":"Knowledge Societies in the 21st Century","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Electronic Arts (Canada)","funders":"","keywords":"Information superhighway; Context (archaeology); Information science; Work (physics); Set (abstract data type); Computer science; Information transfer; Listing (finance); Data science; Library science; Engineering; World Wide Web; The Internet; Geography; Business","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":[0.0005900588,0.0003311132,0.0002052353,0.002062027,0.001901376,0.004832535,0.0004407209,0.001238934,0.03718168],"category_scores_gemma":[0.002332924,0.0001752981,0.0002229814,0.004538347,0.003287217,0.009074771,0.001398835,0.002836618,0.005930071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002067888,"about_ca_system_score_gemma":0.001094707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001480641,"about_ca_topic_score_gemma":0.003486895,"domain_scores_codex":[0.9995582,0.000180573,0.00002348478,0.00007832179,0.0001130393,0.00004635428],"domain_scores_gemma":[0.9974337,0.0020714,0.00008793116,0.00009664618,0.0002119425,0.00009841373],"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":[0.00001569384,0.00001114575,0.0002203617,0.0001328759,0.000001491079,0.00005210458,0.001777774,0.0001025095,0.0001644268,0.943413,0.03278071,0.02132788],"study_design_scores_gemma":[0.00000818855,0.00003644672,0.001339241,0.0003878318,0.000007458505,0.0003089872,0.003376992,0.0006988157,0.0005372447,0.2950027,0.6982848,0.00001126026],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009243865,0.01396394,0.01500844,0.009656065,0.001462,0.00004711264,0.000219282,0.00009250513,0.9503069],"genre_scores_gemma":[0.4687372,0.01784117,0.02191814,0.005750105,0.002317362,0.0001948497,0.000647117,0.0005305063,0.4820636],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9951675,"threshold_uncertainty_score":0.1243851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008114269660977334,"score_gpt":0.2674990511363348,"score_spread":0.2593847814753575,"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."}}