{"id":"W20373310","doi":"10.1002/chem.200903300","title":"Improvement to Rated Role Assignment Algorithms.","year":2009,"lang":"en","type":"article","venue":"Systems, Man and Cybernetics","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"","keywords":"Computer science; Algorithm","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003361532,0.0001555294,0.0001698892,0.0001128519,0.0001183583,0.0004118365,0.0003132932,0.00005267407,0.00001054586],"category_scores_gemma":[0.00000695348,0.0001356528,0.00002281094,0.0002524636,0.000008983448,0.0001810025,0.00007626906,0.00006106056,0.0002562105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000114488,"about_ca_system_score_gemma":0.00007347285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003916865,"about_ca_topic_score_gemma":0.00000158939,"domain_scores_codex":[0.9986063,0.00004023437,0.0004520232,0.0002548539,0.0003811201,0.0002654904],"domain_scores_gemma":[0.9991831,0.000008942768,0.0001264039,0.0003253808,0.000135444,0.0002207369],"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":[0.000009272183,0.000377331,0.0005958691,0.0001377089,0.00008606442,0.00001311834,0.02568758,0.0006169908,0.002635139,0.3538767,0.1115271,0.5044372],"study_design_scores_gemma":[0.001031124,0.0006579114,0.01766594,0.0001717851,0.00001244469,0.00008619235,0.005460203,0.04005344,0.002511102,0.0006535809,0.9307651,0.0009311675],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09715279,0.001550986,0.7756884,0.01216976,0.006189696,0.004291272,0.00001609631,0.0009622611,0.1019788],"genre_scores_gemma":[0.9879557,0.00001564105,0.004191067,0.002237353,0.0001022478,0.00006181839,0.000007521804,0.00000567199,0.005422924],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.890803,"threshold_uncertainty_score":0.553176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007514747673702104,"score_gpt":0.2268570495684449,"score_spread":0.2193423018947428,"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."}}