{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003953454,0.000316693,0.0004179102,0.0002075412,0.001101926,0.0005985174,0.00030459,0.00009230919,0.005207075],"category_scores_gemma":[0.0002413235,0.000267722,0.0002141341,0.00008199813,0.00008246483,0.0001001527,0.00005721081,0.001452447,0.00006037738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004442844,"about_ca_system_score_gemma":0.001266723,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01135355,"about_ca_topic_score_gemma":0.3005227,"domain_scores_codex":[0.9974768,0.0002841436,0.0005176993,0.0003726906,0.0006983789,0.0006502629],"domain_scores_gemma":[0.9984816,0.0001369437,0.0002972641,0.0004299902,0.0002372166,0.0004169998],"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":[0.0001584178,0.0004059014,0.001023547,0.0001877735,0.0009567472,0.02119467,0.003483307,0.0002319932,0.0008455771,0.6513471,0.01815774,0.3020072],"study_design_scores_gemma":[0.000587338,0.0001010283,0.0002272033,0.0001925596,0.00004531657,0.0005464143,0.00045781,0.00002302282,0.0003712983,0.0001629239,0.9969138,0.0003713036],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783368,0.003170356,0.00001360032,0.0008845968,0.004856361,0.00005784315,0.00006029583,0.00006652062,0.01255362],"genre_scores_gemma":[0.9290174,0.00008502172,0.00003545364,0.00918879,0.006029403,0.00000392226,0.00004153401,0.00007263236,0.05552587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.978756,"threshold_uncertainty_score":0.9999775,"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."}}