{"id":"W4417168345","doi":"10.4018/979-8-3373-4069-2.ch014","title":"Serendipitous Encounters","year":2025,"lang":"ng","type":"book-chapter","venue":"","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Narrative; Feeling; Conversation; Inclusion (mineral); Immigration; Personal narrative; Lived experience","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003450731,0.0003205699,0.0003089278,0.0001765205,0.0007489282,0.0004533814,0.0007307707,0.0004489158,0.01950657],"category_scores_gemma":[0.0000365776,0.0002943907,0.0002241614,0.0001561726,0.0006124479,0.00114378,0.0001060057,0.0002995389,0.001601842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008120877,"about_ca_system_score_gemma":0.001138714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007040654,"about_ca_topic_score_gemma":0.001154201,"domain_scores_codex":[0.9977867,0.00004399771,0.0004144263,0.0006050888,0.0007220174,0.0004277667],"domain_scores_gemma":[0.9990542,0.0001504981,0.000199204,0.0003104924,0.00007434386,0.0002112521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006077259,0.00001412662,0.0001807817,0.00002047551,0.00002942717,0.00001666078,0.001317843,0.000001092958,0.00001247307,0.9482125,0.04049767,0.009690879],"study_design_scores_gemma":[0.00009036511,0.00009241084,0.00008389519,0.0001720522,0.00004302364,0.000001049435,0.001889587,0.00004499481,0.00005784568,0.01805247,0.9790688,0.0004035184],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001297952,0.00009549263,0.0001143329,0.005613043,0.002800558,0.0002973109,0.00003759847,0.0001150604,0.9907968],"genre_scores_gemma":[0.07963557,0.0008002213,0.0002009303,0.002000027,0.000719673,0.00000340168,0.00003600902,0.00001043885,0.9165937],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9385711,"threshold_uncertainty_score":0.9999508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0263470292218272,"score_gpt":0.2854251323844194,"score_spread":0.2590781031625922,"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."}}