{"id":"W4239096503","doi":"10.3138/cmlr.61.4.565","title":"Language-Related Episodes in an Assessment Context: A 'Small-Group Quiz'","year":2005,"lang":"en","type":"article","venue":"Canadian Modern Language Review/ La Revue canadienne des langues vivantes","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Grading (engineering); Psychology; Construct (python library); Context (archaeology); Perception; Mathematics education; Qualitative analysis; Task (project management); Qualitative research; Test (biology); Pedagogy; Computer science; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001160668,0.0004592272,0.0007420235,0.0004645463,0.000391986,0.0002546365,0.0005528758,0.0001428399,0.001826342],"category_scores_gemma":[0.0003405555,0.000440243,0.0001974281,0.0001630919,0.0002850938,0.0004160727,0.00004059534,0.0007618896,0.00009123113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008767077,"about_ca_system_score_gemma":0.000192653,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4114167,"about_ca_topic_score_gemma":0.9865795,"domain_scores_codex":[0.9969107,0.0005665061,0.0006542585,0.0006207728,0.0001140675,0.001133682],"domain_scores_gemma":[0.997961,0.0002113884,0.0001995341,0.0006519731,0.0001036261,0.0008725219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001009674,0.0001356288,0.003353818,0.001873528,0.0001316631,0.002276443,0.4827904,0.00009743111,0.001647793,0.03355375,0.001012427,0.473117],"study_design_scores_gemma":[0.002454184,0.0005604923,0.02096655,0.02130214,0.000495889,0.0007900681,0.1638099,0.0163439,0.00004575618,0.001109733,0.7683587,0.003762652],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8915132,0.08671659,0.00003771896,0.001139904,0.0001828848,0.0005418966,0.0002300986,0.0001963448,0.01944133],"genre_scores_gemma":[0.9896241,0.001435699,0.0006889962,0.002239062,0.0005789343,0.00008644335,0.0004846562,0.0001161873,0.004745927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7673463,"threshold_uncertainty_score":0.9998049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02109836799211016,"score_gpt":0.267286914500758,"score_spread":0.2461885465086479,"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."}}