{"id":"W4242457648","doi":"10.32920/ryerson.14636649","title":"Socializing Your WebPAC","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":"Computer science; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003147336,0.0004453515,0.0004583391,0.001959203,0.005658583,0.008948779,0.0008991371,0.002563921,0.08712244],"category_scores_gemma":[0.01193274,0.0003555948,0.0005031643,0.002028404,0.002130901,0.01067908,0.005298936,0.002087521,0.0200174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002017867,"about_ca_system_score_gemma":0.002787132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02879401,"about_ca_topic_score_gemma":0.06242206,"domain_scores_codex":[0.9978704,0.0007806891,0.00005910382,0.0002121235,0.000698001,0.0003795778],"domain_scores_gemma":[0.9904987,0.002354155,0.0004086169,0.002628327,0.002025628,0.002084485],"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":[0.0002522212,0.0006445248,0.01273732,0.0002209173,0.00007429613,0.0005063129,0.0217231,0.0004959438,0.005403144,0.1758202,0.4656869,0.3164351],"study_design_scores_gemma":[0.00002476368,0.000072107,0.006530825,0.0001061516,0.00005436614,0.0002291252,0.01407924,0.001820489,0.002929334,0.03353185,0.9405677,0.00005413513],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09626635,0.001870003,0.01239144,0.04556856,0.001829917,0.0001425774,0.0009890632,0.002232441,0.8387098],"genre_scores_gemma":[0.4916481,0.001500541,0.005780633,0.003934806,0.0007525187,0.0001036596,0.001144683,0.0008652335,0.4942699],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08712244,"threshold_uncertainty_score":0.2914536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03776557789090421,"score_gpt":0.2679116726209336,"score_spread":0.2301460947300294,"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."}}