{"id":"W4409919791","doi":"10.62637/sup.ghst9020.6","title":"Browse, search and serendipity","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Canada West; University of Victoria","funders":"Arts and Humanities Research Board","keywords":"Poetry; Computer science; Serendipity; Casual; World Wide Web; Rendering (computer graphics); Table of contents; Facsimile; Index (typography); Information retrieval; Computer graphics (images); Art; Literature","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002867703,0.0006075922,0.0007255587,0.005434402,0.003597084,0.0161708,0.000994449,0.001814627,0.02912602],"category_scores_gemma":[0.01570908,0.0006156761,0.0006337599,0.005269396,0.01035744,0.03648464,0.01271428,0.001832579,0.008174897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00142576,"about_ca_system_score_gemma":0.001642375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004785458,"about_ca_topic_score_gemma":0.005726732,"domain_scores_codex":[0.997425,0.001001117,0.0001499903,0.000444443,0.0007248062,0.0002547963],"domain_scores_gemma":[0.9935489,0.003456321,0.0003712481,0.001577344,0.0005483202,0.0004978828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002258935,0.0000477022,0.003356362,0.0007000921,0.00003287795,0.0006911178,0.04427834,0.0004196647,0.002657957,0.7040886,0.05586147,0.1876399],"study_design_scores_gemma":[0.00003789484,0.00006757657,0.003041865,0.0007006061,0.0000404753,0.002138765,0.02573767,0.001518412,0.001751377,0.3264147,0.6384735,0.00007711181],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.1042928,0.01618344,0.1207576,0.01480432,0.0008603884,0.0002799993,0.002060703,0.005134154,0.7356265],"genre_scores_gemma":[0.7029102,0.01232235,0.09220498,0.003677856,0.0008017833,0.0003563488,0.003003689,0.002948943,0.1817737],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9838292,"threshold_uncertainty_score":0.09743625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0764490779210622,"score_gpt":0.2336972844102266,"score_spread":0.1572482064891644,"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."}}