{"id":"W4381740816","doi":"10.1177/02655322231179128","title":"Rethinking student placement to enhance efficiency and student agency","year":2023,"lang":"en","type":"article","venue":"Language Testing","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Carleton University; University of Ottawa","funders":"University of Ottawa","keywords":"Agency (philosophy); Context (archaeology); Psychology; Process (computing); Test (biology); Mathematics education; Language proficiency; Pedagogy; Computer science; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001602769,0.0001337004,0.000153979,0.0001175375,0.0007081409,0.0002146893,0.0003651093,0.000045539,0.0001070074],"category_scores_gemma":[0.0006315287,0.0001309165,0.00002855947,0.0009903419,0.00005970634,0.0001030892,0.0003558068,0.0001326139,0.0001850033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001054118,"about_ca_system_score_gemma":0.00005064946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005803019,"about_ca_topic_score_gemma":0.0004697135,"domain_scores_codex":[0.9979709,0.0001123081,0.0002277678,0.0003614791,0.0008100573,0.000517514],"domain_scores_gemma":[0.9990919,0.0004510641,0.00007926141,0.000170709,0.00005885933,0.0001482048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000003987525,0.00008559251,0.1962958,0.00001941549,0.00002164129,0.0001023355,0.7764701,0.00007105194,0.005299756,0.001007949,0.0004322748,0.02019017],"study_design_scores_gemma":[0.0005216069,0.0002973473,0.688284,0.0003312432,0.00005710832,0.0000018609,0.3067774,0.0002314834,0.0004572754,0.0005923039,0.001687935,0.0007603486],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9497128,0.0002179289,0.0001059555,0.0004611493,0.0003495526,0.0004817287,0.000001324167,0.0004371943,0.04823238],"genre_scores_gemma":[0.9938977,0.00002863117,0.002103886,0.0002629336,0.00040765,0.0000448326,0.00000249621,0.00001571508,0.003236095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4919883,"threshold_uncertainty_score":0.5446519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0478632348052326,"score_gpt":0.4160427232575863,"score_spread":0.3681794884523537,"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."}}