{"id":"W3144739624","doi":"","title":"Test Review： Canadian Academic English Language （CAEL） Assessment","year":2011,"lang":"en","type":"article","venue":"Acta Scientiarum Naturalium Universitatis Sunyatseni","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Test (biology); Language assessment; Linguistics; Computer science; Natural language processing; Geology; Philosophy","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":[0.01970794,0.001574901,0.002743565,0.01405584,0.00415273,0.00534871,0.006832379,0.001209693,0.01926043],"category_scores_gemma":[0.1072103,0.0006360979,0.001895799,0.02481624,0.003407622,0.002447806,0.002407828,0.001487109,0.003407169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07915831,"about_ca_system_score_gemma":0.2059162,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9504721,"about_ca_topic_score_gemma":0.9644216,"domain_scores_codex":[0.9779474,0.003016064,0.002753326,0.001240203,0.01403491,0.001008211],"domain_scores_gemma":[0.8233401,0.02264676,0.005611174,0.002594156,0.1419535,0.003854415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007704317,0.0002740581,0.01966431,0.03120582,0.0008012372,0.0002713293,0.001373656,0.0007638,0.0004827162,0.006636497,0.3659935,0.5717626],"study_design_scores_gemma":[0.0003302375,0.0002727213,0.137277,0.03917996,0.002417213,0.0004820169,0.001922389,0.0004746118,0.001577366,0.001599281,0.8142201,0.0002470048],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03486807,0.7331247,0.003576093,0.02931074,0.01041656,0.00422833,0.03301815,0.0005610186,0.1508963],"genre_scores_gemma":[0.3271127,0.5286425,0.01019837,0.009904058,0.001650144,0.004667808,0.03774609,0.0004381616,0.07964008],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9504721,"threshold_uncertainty_score":0.5743364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01311408641835332,"score_gpt":0.2655552543664973,"score_spread":0.252441167948144,"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."}}