{"id":"W1171328932","doi":"10.71781/10832","title":"Reliable computation for geometric models","year":2008,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computation; Computer science; Algorithm","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009005796,0.0009536603,0.001608214,0.001333211,0.0006524408,0.001666542,0.001387577,0.00092611,0.01158622],"category_scores_gemma":[0.007597326,0.0008917047,0.001331007,0.001217837,0.001289175,0.001897578,0.002235558,0.001511071,0.001845566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00134001,"about_ca_system_score_gemma":0.0007994884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009825689,"about_ca_topic_score_gemma":0.01052452,"domain_scores_codex":[0.9991533,0.0001771508,0.00002906709,0.0001400394,0.0004345668,0.00006581785],"domain_scores_gemma":[0.9974899,0.001076815,0.0001567557,0.0007230886,0.000478691,0.00007471751],"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":[0.0000901506,0.00002052286,0.0004656659,0.0001631089,0.00009070164,0.0001153033,0.0001231442,0.7118251,0.002461524,0.1848201,0.01714724,0.0826775],"study_design_scores_gemma":[0.000005162062,0.00001090013,0.0001476633,0.00001486422,0.000006272479,0.00002308127,0.000009291463,0.9145613,0.0006261608,0.07925767,0.005329411,0.000008174523],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008143911,0.001100488,0.9792143,0.0007567657,0.000317279,0.0000193913,0.0003485615,0.001363689,0.008735567],"genre_scores_gemma":[0.5822726,0.002120651,0.3782319,0.0002382377,0.0005647199,0.0001721274,0.001781078,0.002345463,0.03227311],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01158622,"threshold_uncertainty_score":0.03875977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03539656802025443,"score_gpt":0.2757086288587483,"score_spread":0.2403120608384938,"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."}}