{"id":"W1528328205","doi":"","title":"Determination of Appropriate IELTS Writing and Speaking Band Scores for Admission into Two Programs at a Canadian Post-Secondary Polytechnic Institution","year":2011,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Educational Research and Analysis","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scope (computer science); Quality (philosophy); Tertiary institution; Language proficiency; Psychology; Institution; Mathematics education; Language assessment; Medical education; Computer science; Sociology; Medicine","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":[0.002193902,0.0003716353,0.0003104776,0.003112963,0.003782869,0.002039353,0.001010778,0.0003130217,0.002782683],"category_scores_gemma":[0.01055082,0.0002157325,0.0002757443,0.002228473,0.001214121,0.0003533717,0.001756074,0.0007921454,0.0005221158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02087636,"about_ca_system_score_gemma":0.03949944,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7886364,"about_ca_topic_score_gemma":0.9182302,"domain_scores_codex":[0.9969155,0.0002434916,0.0001464888,0.000184572,0.001409656,0.001100216],"domain_scores_gemma":[0.9869299,0.0005893744,0.001576019,0.0001441328,0.005843446,0.00491702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002858758,0.0003397574,0.9179416,0.00007369032,0.00001690669,0.0005275521,0.01370252,0.0002712111,0.004201015,0.0004256651,0.001896127,0.06031815],"study_design_scores_gemma":[0.0000039007,0.0001138327,0.9858219,0.00002080662,0.000005636062,0.00003677628,0.01148735,0.0002287056,0.001122919,0.00003342272,0.001109214,0.00001551343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963199,0.00002661065,0.0001569821,0.0001419743,0.00001005157,0.00009183781,0.0001886042,0.00001739364,0.003046638],"genre_scores_gemma":[0.9967316,0.00005099426,0.0006305348,0.00004065268,0.000004591966,0.00005012253,0.0002621344,0.000008034694,0.002221251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2113636,"threshold_uncertainty_score":0.4252167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2592280156069398,"score_gpt":0.5596146089246803,"score_spread":0.3003865933177405,"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."}}