{"id":"W322004224","doi":"","title":"Issues in Course Development, Evaluation, and Testing: A Case Study from Japan.","year":2003,"lang":"en","type":"article","venue":"","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Grammaticality; Test (biology); Mathematics education; Class (philosophy); Psychology; Language proficiency; Pedagogy; Linguistics; Computer science; Grammar; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0228057,0.0006544355,0.0004189011,0.001257074,0.008125938,0.003193123,0.002253682,0.002955931,0.002124625],"category_scores_gemma":[0.05265969,0.000643282,0.0005270771,0.001490101,0.002821669,0.0026512,0.004114419,0.002461915,0.000533599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007613392,"about_ca_system_score_gemma":0.006814893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0275726,"about_ca_topic_score_gemma":0.06803611,"domain_scores_codex":[0.9849637,0.0090798,0.0008175909,0.0005990122,0.002762621,0.001777257],"domain_scores_gemma":[0.9638456,0.0143855,0.004520562,0.001815967,0.007953829,0.007478632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004238306,0.005222668,0.1519561,0.0005251133,0.00007248585,0.04678498,0.6065738,0.0007036731,0.00672414,0.00269014,0.007933388,0.1703897],"study_design_scores_gemma":[0.0002586457,0.003914356,0.1793685,0.0008557265,0.000230914,0.03343629,0.687737,0.003786513,0.007382197,0.001295978,0.08145651,0.0002774076],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859336,0.0007135413,0.002712648,0.002243521,0.00007834965,0.0002288864,0.00001681831,0.00003696376,0.008035727],"genre_scores_gemma":[0.9866294,0.0006321618,0.006444269,0.0007731105,0.00003954264,0.0001696688,0.00003728351,0.00007142011,0.005203139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0275726,"threshold_uncertainty_score":0.1206095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1424570477289873,"score_gpt":0.3476267777167077,"score_spread":0.2051697299877204,"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."}}