{"id":"W22899523","doi":"10.1242/jeb.076885","title":"Qualification Programs for Computer Codes Used for Safety and Transient Analysis in Canada","year":2001,"lang":"en","type":"article","venue":"","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Atomic Energy (Canada); Ontario Power Generation","funders":"Howard Hughes Medical Institute","keywords":"Transient (computer programming); Computer science; Programming language","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001846751,0.001271749,0.0009084048,0.002053492,0.001557622,0.002360232,0.003033657,0.001199879,0.5784944],"category_scores_gemma":[0.007040759,0.001137506,0.001070639,0.002797122,0.0007929602,0.001942534,0.001607034,0.002030538,0.287076],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004149068,"about_ca_system_score_gemma":0.01157321,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1261531,"about_ca_topic_score_gemma":0.1255797,"domain_scores_codex":[0.9986945,0.0001397121,0.00013238,0.0002790251,0.0005513135,0.0002030528],"domain_scores_gemma":[0.9959491,0.0006464307,0.0001830732,0.0005033085,0.002417895,0.0003002015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003377379,0.00007719814,0.001602726,0.0006399355,0.00004053131,0.0001337614,0.0003425266,0.002308543,0.006906603,0.02131494,0.8026465,0.163649],"study_design_scores_gemma":[0.0001174882,0.00005138123,0.002626657,0.0002758975,0.00002368827,0.00008748071,0.00009010199,0.009670747,0.003452158,0.006483883,0.977071,0.00004950822],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003016765,0.000453264,0.295862,0.001265875,0.00129182,0.00180403,0.1454217,0.1989019,0.3519827],"genre_scores_gemma":[0.02699632,0.0012983,0.3561973,0.001444169,0.0001886555,0.004347675,0.1018694,0.05393735,0.4537207],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9958509,"threshold_uncertainty_score":0.6012266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08764170436049792,"score_gpt":0.3595512250387719,"score_spread":0.271909520678274,"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."}}