{"id":"W4241812398","doi":"10.32920/ryerson.14638746.v1","title":"Is your library website enough?","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); World Wide Web; Computer science","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","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005745157,0.000291983,0.0003132785,0.0001206826,0.00006995982,0.00215317,0.00313312,0.0002714407,0.003539666],"category_scores_gemma":[0.000001938025,0.0002601968,0.0002210685,0.0003250201,0.00001598111,0.002735139,0.008555615,0.0004812904,0.0004577305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006524595,"about_ca_system_score_gemma":0.0003936997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008168429,"about_ca_topic_score_gemma":0.000003402506,"domain_scores_codex":[0.9981053,0.00007702577,0.0002765883,0.0009379518,0.0002966338,0.0003064429],"domain_scores_gemma":[0.9979579,0.0000368309,0.0001141457,0.001706026,0.00002666849,0.0001584628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001787476,0.0006965713,0.02238671,0.002022676,0.0007382819,0.001340862,0.02238827,0.0004959916,0.0004401445,0.3006287,0.5877787,0.06106524],"study_design_scores_gemma":[0.000352831,0.00006331285,0.0241041,0.0004088839,0.00002905266,0.00004262182,0.0003464035,0.05978189,0.02037029,0.02657773,0.8662043,0.001718546],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.07255685,0.006639308,0.07004915,0.09012623,0.00508126,0.0004808397,0.00004717894,0.003425915,0.7515933],"genre_scores_gemma":[0.2771278,0.00110431,0.5031357,0.06582788,0.001513187,0.00004755416,0.0003015089,0.00009727747,0.1508448],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6007484,"threshold_uncertainty_score":0.999985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02485052293259411,"score_gpt":0.2351489478291668,"score_spread":0.2102984248965727,"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."}}