{"id":"W4406612639","doi":"10.1109/wsc63780.2024.10838817","title":"Testing Methodology for Devs Models in Cadmium","year":2024,"lang":"en","type":"article","venue":"","topic":"Nuclear Materials and Properties","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"DEVS; Computer science; Modeling and simulation; Simulation","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":[0.0009540974,0.00006452898,0.0001256035,0.0000460407,0.00003238768,0.0001217949,0.00009243446,0.00004376739,0.0005229121],"category_scores_gemma":[0.0001676352,0.00004488058,0.00001860401,0.00006912451,0.00002494608,0.0001739146,0.00004833528,0.00002814325,0.0001325271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001745675,"about_ca_system_score_gemma":0.00004387591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004432866,"about_ca_topic_score_gemma":0.00005446064,"domain_scores_codex":[0.9993379,0.00007417329,0.0001659744,0.000186455,0.00004619099,0.0001893026],"domain_scores_gemma":[0.9995237,0.0003361585,0.00001212724,0.00008096411,0.00002479875,0.00002224634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001949993,0.000003890138,0.000004957679,0.00009413638,0.000001121681,0.000003808833,0.0002603167,0.0004275621,0.9768662,0.01892025,0.0005277331,0.002870476],"study_design_scores_gemma":[0.0001757783,0.0001390208,0.00007856431,0.00009322381,0.00001007872,0.00002509686,0.0001809436,0.06641527,0.7916058,0.1267907,0.01425855,0.0002270072],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9605381,0.0004927093,0.02546907,0.0006110386,0.001540645,0.000242857,0.00001536709,0.0002848197,0.01080542],"genre_scores_gemma":[0.8095863,0.000002825891,0.1892256,0.0001847395,0.0001063852,0.00003232462,8.30057e-7,0.00001609578,0.00084485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1852605,"threshold_uncertainty_score":0.5725521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3122776753453704,"score_gpt":0.3532539914556522,"score_spread":0.04097631611028185,"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."}}