{"id":"W4297021559","doi":"10.32920/ryerson.14636649.v2","title":"Socializing Your WebPAC","year":2022,"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","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":[0.003171738,0.0004460686,0.0004588383,0.001979233,0.005662327,0.008967837,0.0009002038,0.002573443,0.08726816],"category_scores_gemma":[0.0121119,0.0003575491,0.0005029399,0.002030938,0.002134742,0.0107546,0.005339276,0.002089058,0.02012866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002004142,"about_ca_system_score_gemma":0.002781204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02830287,"about_ca_topic_score_gemma":0.06134323,"domain_scores_codex":[0.9978547,0.0007901447,0.00005959216,0.0002132997,0.0007015826,0.0003807395],"domain_scores_gemma":[0.9903598,0.002396565,0.0004166203,0.002674875,0.002046467,0.002105661],"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":[0.0002525499,0.0006471486,0.01292753,0.0002205249,0.00007490175,0.0005079377,0.02157063,0.0005011269,0.00535042,0.1757923,0.4649736,0.3171812],"study_design_scores_gemma":[0.00002507054,0.0000729388,0.006605853,0.0001076583,0.00005482681,0.0002317484,0.01413239,0.001852073,0.002925176,0.03408208,0.9398554,0.00005463385],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09719975,0.001882883,0.01241514,0.04558972,0.001826634,0.0001427798,0.0009929519,0.002257267,0.8376928],"genre_scores_gemma":[0.496042,0.001501727,0.005771175,0.003932176,0.0007572874,0.000103369,0.001153311,0.0008705878,0.4898684],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08726816,"threshold_uncertainty_score":0.291941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04228110970160314,"score_gpt":0.2813804261784274,"score_spread":0.2390993164768243,"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."}}