{"id":"W3215704073","doi":"10.25071/1920-7336.40800","title":"“I Have Big, Big, BIG Dream!”","year":2021,"lang":"en","type":"article","venue":"Refuge Canada s Journal on Refuge","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Context (archaeology); Refugee; Needs analysis; Work (physics); Big data; Pedagogy; Psychology; Computer science; Medical education; Mathematics education; Engineering; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.003459613,0.0005828542,0.0004302555,0.0007709174,0.008306204,0.005402709,0.0006343228,0.001397261,0.01623369],"category_scores_gemma":[0.00811155,0.0003107029,0.0004583472,0.001005456,0.006804705,0.006100296,0.004890235,0.004800966,0.007538482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002107501,"about_ca_system_score_gemma":0.004701484,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01941029,"about_ca_topic_score_gemma":0.03373775,"domain_scores_codex":[0.9975669,0.0009710975,0.00008041399,0.0002018402,0.0006881395,0.00049152],"domain_scores_gemma":[0.9970192,0.0003894203,0.0002885845,0.0002586924,0.001118396,0.0009258019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001051088,0.00009179558,0.02786525,0.000497965,0.00008331081,0.001410365,0.3113686,0.0001083353,0.002136824,0.03387784,0.514531,0.1079236],"study_design_scores_gemma":[0.000008072632,0.00008587836,0.009826034,0.0004037436,0.00002457706,0.001560808,0.4442422,0.0001087712,0.0004760206,0.006920787,0.5362551,0.0000880055],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.3962312,0.00911561,0.01645868,0.3022339,0.008948788,0.0004174571,0.002037528,0.001072513,0.2634842],"genre_scores_gemma":[0.7804914,0.006867347,0.01305275,0.06670137,0.0008418453,0.0003545423,0.0009382081,0.0004503557,0.1303021],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9805897,"threshold_uncertainty_score":0.0543071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02906269551766237,"score_gpt":0.2253047480109376,"score_spread":0.1962420524932753,"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."}}