{"id":"W2268831167","doi":"","title":"Questionmark’s Results Management System: Dynamic psychometric diagnostics to ensure defensibility","year":2009,"lang":"en","type":"article","venue":"","topic":"Technology and Human Factors in Education and Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Computer science","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":[0.1019256,0.001434625,0.001502726,0.009978764,0.001278265,0.005353182,0.002866476,0.002532003,0.01386313],"category_scores_gemma":[0.3201902,0.001439849,0.0008633959,0.003339052,0.001283634,0.007779016,0.00464629,0.002317133,0.01050209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001503177,"about_ca_system_score_gemma":0.004991805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001584928,"about_ca_topic_score_gemma":0.001003846,"domain_scores_codex":[0.9418046,0.02711192,0.01522667,0.003270852,0.01133605,0.001249816],"domain_scores_gemma":[0.5597268,0.2664161,0.02730065,0.05867612,0.08332851,0.004551802],"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":[0.003259894,0.001161361,0.115573,0.001446427,0.0002024774,0.0004657648,0.00473019,0.001228033,0.01040369,0.01164712,0.1938206,0.6560615],"study_design_scores_gemma":[0.001712407,0.002169443,0.1902946,0.002950216,0.0006408187,0.003885604,0.002801612,0.1269916,0.1082968,0.03830599,0.520949,0.001001872],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1316409,0.001603443,0.5557194,0.02096694,0.001602626,0.007487604,0.01231399,0.2253844,0.04328072],"genre_scores_gemma":[0.4377472,0.0005508083,0.5130084,0.006000163,0.0009608743,0.005588259,0.009484214,0.01164873,0.01501136],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1019256,"threshold_uncertainty_score":0.5390403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01828712225059919,"score_gpt":0.3414699463390283,"score_spread":0.3231828240884291,"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."}}