{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00258997,0.0005299132,0.0003899624,0.001051183,0.02191512,0.00920119,0.001190896,0.002473229,0.006107164],"category_scores_gemma":[0.004898702,0.0002684851,0.0003515758,0.001095728,0.0213124,0.007028356,0.01663667,0.004423358,0.001086492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003905931,"about_ca_system_score_gemma":0.003272155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003719614,"about_ca_topic_score_gemma":0.00565608,"domain_scores_codex":[0.9960157,0.002669952,0.00007225389,0.0002606423,0.0004589385,0.000522427],"domain_scores_gemma":[0.9981694,0.0008753438,0.0001771145,0.0001460619,0.000147198,0.0004849409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002596539,0.00002358761,0.0006782733,0.00006548492,0.00000534935,0.001741824,0.8331491,0.0000448385,0.0006148645,0.1475607,0.007267617,0.008822336],"study_design_scores_gemma":[0.00000399049,0.00002439223,0.0004150712,0.0001833642,0.000007094902,0.001731618,0.6781949,0.00007786672,0.0004223074,0.01549625,0.3034264,0.00001666429],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.4107015,0.00416006,0.01182998,0.02550853,0.001072118,0.0001094028,0.00008529302,0.0002421058,0.546291],"genre_scores_gemma":[0.9465128,0.001417209,0.001550591,0.003766431,0.0001657279,0.00009338221,0.00003458343,0.00008819263,0.04637101],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02191512,"threshold_uncertainty_score":0.02833968,"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."}}