{"id":"W2794825790","doi":"","title":"Modularity for automated assessment: A design-space exploration","year":2018,"lang":"en","type":"article","venue":"Research Portal (King's College London)","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Population and Public Health","funders":"","keywords":"Modularity (biology); Computer science; Space (punctuation); Systems engineering; Artificial intelligence; Software engineering; Engineering","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":[0.001289136,0.0002010184,0.0002256636,0.000332084,0.0004756754,0.0001882684,0.0002544994,0.0001670619,0.0001779077],"category_scores_gemma":[0.0001597944,0.0002064866,0.0000618723,0.0006491712,0.00010304,0.0006585504,0.00006768011,0.0002962109,0.00003852468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001276872,"about_ca_system_score_gemma":0.0001613873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004099828,"about_ca_topic_score_gemma":0.00008991436,"domain_scores_codex":[0.9979534,0.0001100104,0.0003016467,0.0003566508,0.0006208582,0.0006574506],"domain_scores_gemma":[0.9987203,0.0001820397,0.00005107179,0.0003274348,0.0005590472,0.0001600872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005766462,0.0005675722,0.0005573726,0.00240901,0.0005305062,0.0002544397,0.002397359,0.7728265,0.01094955,0.05164984,0.1456615,0.01161974],"study_design_scores_gemma":[0.0006982601,0.0002452919,0.0003986861,0.00006939565,0.00001031738,0.000007014476,0.0001294767,0.9712904,0.01763783,0.001909749,0.007355044,0.0002485514],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02586458,0.0001659544,0.9537048,0.0004156897,0.0005394832,0.002516131,0.00009514977,0.002187596,0.01451062],"genre_scores_gemma":[0.9633614,0.00008437833,0.03480294,0.00001727705,0.0002944518,0.0004662175,0.00008800917,0.00007376319,0.0008116079],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9374968,"threshold_uncertainty_score":0.8420281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06685833797585619,"score_gpt":0.3517014674335181,"score_spread":0.2848431294576619,"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."}}