{"id":"W4404778300","doi":"10.18357/kula.281","title":"Mapping for Reconnection","year":2024,"lang":"en","type":"article","venue":"KULA knowledge creation dissemination and preservation studies","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Ministère de l’Éducation, Gouvernement de l’Ontario; College of Engineering, Michigan State University; Government of Canada; National Park Service; Parks Canada; Michigan State University","keywords":"Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.004786909,0.0006985741,0.0004736595,0.003984533,0.004411686,0.006682145,0.002286606,0.001715089,0.072393],"category_scores_gemma":[0.01388381,0.0003884186,0.000682062,0.004328332,0.004133991,0.008282796,0.009240283,0.002200559,0.01463863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00241091,"about_ca_system_score_gemma":0.004394339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005297411,"about_ca_topic_score_gemma":0.008321757,"domain_scores_codex":[0.9960413,0.002063624,0.0001964227,0.0005952016,0.0008471785,0.000256337],"domain_scores_gemma":[0.9947914,0.001586665,0.0002406072,0.001814518,0.001229007,0.0003377824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005897526,0.00005580258,0.002024851,0.0005976905,0.00002490845,0.0005846616,0.02789247,0.0009431615,0.001009514,0.2904792,0.1532755,0.5230533],"study_design_scores_gemma":[0.00000612664,0.00001221509,0.0008242762,0.0003101989,0.0000066397,0.0002430733,0.008685322,0.0003752411,0.0003000369,0.04509883,0.9441236,0.0000144069],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01108663,0.005253156,0.1573814,0.02763966,0.003158601,0.0005295854,0.001969992,0.003870467,0.7891106],"genre_scores_gemma":[0.3365837,0.006602746,0.3335272,0.004333506,0.0006929295,0.001464628,0.003846735,0.003419121,0.3095295],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.072393,"threshold_uncertainty_score":0.2421787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2056833398860637,"score_gpt":0.5678511859149153,"score_spread":0.3621678460288517,"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."}}