{"id":"W1608449444","doi":"","title":"Developments in Library Scholarly Communication Services","year":2010,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarly communication; World Wide Web; Internet privacy; Public relations; Business; Computer science; Library science; Political science; Publishing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.000344493,0.0002935819,0.0002547038,0.0007715731,0.0002870267,0.002351315,0.005255896,0.0002846209,0.00002854824],"category_scores_gemma":[0.000007600985,0.0003322774,0.00007227722,0.001305934,0.00006419915,0.04818869,0.002062671,0.001251851,0.0003623964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004010018,"about_ca_system_score_gemma":0.0001895446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001227234,"about_ca_topic_score_gemma":0.002510836,"domain_scores_codex":[0.9978964,0.0002974221,0.0003064517,0.000645017,0.0003783699,0.0004763747],"domain_scores_gemma":[0.9980171,0.00009998967,0.0001920902,0.001345523,0.00007355359,0.0002717778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001845568,0.00008797528,0.9915897,0.00004030887,0.00001553801,0.00009990171,0.0008712924,0.000003231769,0.0008986838,0.005239565,4.055268e-7,0.001134973],"study_design_scores_gemma":[0.0007110796,0.00002906618,0.9759485,0.000135103,0.00000637209,0.00001803957,0.0001243288,0.000003861894,0.002635611,0.0006220452,0.01938478,0.0003812413],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938892,0.00009698405,0.0001775909,0.0009220658,0.0003057627,0.0002117152,0.000006058079,0.0004457681,0.00394482],"genre_scores_gemma":[0.9924436,0.000081839,0.003609427,0.001372365,0.00004349228,0.000001708187,0.00003942067,0.00002928904,0.002378923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04583737,"threshold_uncertainty_score":0.9999129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04543222064128171,"score_gpt":0.2683381817423312,"score_spread":0.2229059611010495,"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."}}