{"id":"W1494484949","doi":"","title":"The Language Assessment and Placement Test: Project Development Process","year":2008,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Process (computing); Test (biology); Computer science; Process management; Engineering; Programming language; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06733772,0.002024996,0.001826457,0.008051572,0.003578925,0.003018919,0.005073464,0.001677409,0.01715327],"category_scores_gemma":[0.09610243,0.002578393,0.001677491,0.003180807,0.002615801,0.001976385,0.01070204,0.00363445,0.009456699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003827695,"about_ca_system_score_gemma":0.04045654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005184568,"about_ca_topic_score_gemma":0.008009027,"domain_scores_codex":[0.9682658,0.01427008,0.003487509,0.001541116,0.01067635,0.001759155],"domain_scores_gemma":[0.9059546,0.01948054,0.003597639,0.006807946,0.05545188,0.008707362],"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":[0.001917701,0.009977968,0.0313764,0.001306273,0.00006678548,0.0008986091,0.01602875,0.004967608,0.008647566,0.006452972,0.03420934,0.8841501],"study_design_scores_gemma":[0.006099647,0.03161096,0.2815758,0.004045619,0.0005299864,0.002213557,0.04739295,0.03244848,0.08769119,0.03380369,0.4715884,0.0009996181],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"methods","genre_scores_codex":[0.1821866,0.0004085345,0.1707491,0.002336999,0.0005455117,0.5824109,0.007435931,0.001923868,0.05200257],"genre_scores_gemma":[0.1116357,0.0006108365,0.4469349,0.0004014967,0.0001613257,0.4068289,0.005693815,0.0007103243,0.02702283],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06733772,"threshold_uncertainty_score":0.3561202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05738681813188164,"score_gpt":0.3879187131981368,"score_spread":0.3305318950662551,"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."}}