{"id":"W2194568009","doi":"10.22230/src.2015v6n2a204","title":"Libraries: Sustaining the Digital Reader Experience","year":2015,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Web and Library Services","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); World Wide Web; Computer science; Face (sociological concept); Multimedia; Digital library; Download; Sociology; Linguistics","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.001917231,0.0000612685,0.00005790312,0.00008850509,0.0007900572,0.007617852,0.002728096,0.00004968631,0.000004035754],"category_scores_gemma":[0.0005173723,0.00003975592,0.00001406066,0.0006370702,0.0003191529,0.01634531,0.002164868,0.0006172145,0.00003031546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001591823,"about_ca_system_score_gemma":0.0001823974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007153834,"about_ca_topic_score_gemma":0.000004975014,"domain_scores_codex":[0.9983876,0.000518319,0.0001209974,0.0001865209,0.0005440733,0.0002424721],"domain_scores_gemma":[0.9977814,0.0004647546,0.00003217275,0.001259768,0.0003123023,0.0001496116],"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":[0.00002622816,0.00005982248,0.01057235,0.00001307182,0.0000125773,0.000004972861,0.08712032,0.000006060885,0.00007029095,0.8291643,0.004284948,0.06866502],"study_design_scores_gemma":[0.0006268503,0.0002687692,0.02738192,0.00009663831,0.000001891548,0.00003066693,0.06760038,0.01064672,0.0007253695,0.2377592,0.6545532,0.0003084289],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6127948,0.02712839,0.01552892,0.161653,0.0002237079,0.0008801894,0.000004267181,0.0005467657,0.18124],"genre_scores_gemma":[0.995657,0.0001834287,0.003096828,0.0003091088,0.00003190987,0.00002504313,0.000005156217,0.000004629833,0.0006869297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6502682,"threshold_uncertainty_score":0.9974126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1374324237088493,"score_gpt":0.355442515682126,"score_spread":0.2180100919732767,"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."}}