{"id":"W7052505641","doi":"","title":"Search Language Selection in Context: the information practice of established active multilinguals in Southern Ontario, Canada","year":2025,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Plasma Diagnostics and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fluency; Selection (genetic algorithm); Context (archaeology); Multilingualism; Thematic analysis; First language; Cross-language information retrieval; Dialog box; Constructed language","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002464814,0.0001184955,0.0001490771,0.0003439142,0.0000568775,0.00006834301,0.0002821276,0.00008579824,0.00000606341],"category_scores_gemma":[0.0001455855,0.0001238712,0.00002401437,0.0007077566,0.00002637012,0.001090317,0.00006729778,0.0005180137,0.00000783892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007888904,"about_ca_system_score_gemma":0.0004189662,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2874416,"about_ca_topic_score_gemma":0.9928947,"domain_scores_codex":[0.9991995,0.00009034102,0.0002182688,0.0001220771,0.0001685077,0.0002013308],"domain_scores_gemma":[0.9991989,0.0004193702,0.00006365317,0.0001565955,0.0001218755,0.00003966554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009407776,0.00006851391,0.9570203,0.00006583513,0.00005663799,0.00003031869,0.01534907,0.02311762,0.000925594,0.0001838273,0.000002591036,0.003085631],"study_design_scores_gemma":[0.001123137,0.00001615004,0.9492692,0.0001815467,0.0000348818,0.000003824717,0.0287976,0.0001719714,0.01650491,0.00001611242,0.003683656,0.0001969858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985161,0.00001721982,0.0001641246,0.000159615,0.0000613782,0.0003157567,0.00005298172,0.00003111154,0.000681749],"genre_scores_gemma":[0.9993355,0.000009739098,0.00002219906,0.0001255701,0.000005843023,0.000003580754,0.00002226948,0.000007591582,0.0004677292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7054532,"threshold_uncertainty_score":0.7173034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02071985942413453,"score_gpt":0.2742324846159099,"score_spread":0.2535126251917754,"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."}}