{"id":"W4399765239","doi":"10.1515/9780776625843-006","title":"4 Teaching and Assessment: Using the CLB in a Range of Contexts under the Stewardship of the Centre for Canadian Language Benchmarks","year":2017,"lang":"en","type":"book-chapter","venue":"University of Ottawa Press eBooks","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Stewardship (theology); Range (aeronautics); Computer science; Political science; Engineering; Aerospace engineering","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":[0.0004858925,0.0001408444,0.0002639578,0.00008040501,0.0007765861,0.00004147441,0.0004630793,0.00009953615,0.0001480129],"category_scores_gemma":[0.00002126059,0.00009007686,0.0001389736,0.000001103352,0.0005348402,0.00004536651,0.0001033138,0.0005854717,5.119856e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004778154,"about_ca_system_score_gemma":0.0001306234,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4789159,"about_ca_topic_score_gemma":0.7369673,"domain_scores_codex":[0.9992941,0.0001409034,0.0001487233,0.0001405241,0.0001304397,0.0001453285],"domain_scores_gemma":[0.9988406,0.0002781945,0.0004284021,0.0003672285,0.00005389942,0.00003171694],"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":[0.00002002019,0.000007385535,0.0001208654,0.0001841573,0.0001790269,0.000006837543,0.1865958,0.00001342908,0.00001249067,0.8040047,0.0002684291,0.008586952],"study_design_scores_gemma":[0.0014173,0.00005958378,0.0007649402,0.001401082,0.0005091706,0.000004618806,0.1108271,0.00036442,0.00001607748,0.001326275,0.8829798,0.0003296419],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04086828,0.0005786193,0.000006636935,0.0001832281,0.0001115128,0.0004597556,0.0002756715,0.000004925868,0.9575114],"genre_scores_gemma":[0.7725661,0.000002904825,0.00003276897,0.00005249607,0.00005736384,1.736175e-7,0.000008112774,0.00001395441,0.2272661],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8827114,"threshold_uncertainty_score":0.597295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03454698374987528,"score_gpt":0.2412114114455668,"score_spread":0.2066644276956915,"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."}}