{"id":"W3177714301","doi":"10.21203/rs.3.rs-684055/v1","title":"WITHDRAWN: Reliability Framework for Characterizing Heat Wave and Cold Spell Events","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Fire Detection and Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Spell; Reliability (semiconductor); Heat wave; Computer science; Reliability engineering; Physics; Geology; Engineering; Thermodynamics; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002690108,0.001938865,0.000991564,0.00208975,0.0008224769,0.002465158,0.003059431,0.0017762,0.02119252],"category_scores_gemma":[0.01053595,0.0006536582,0.00138243,0.001152605,0.0009102426,0.002914426,0.001376725,0.002548251,0.01029849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009304992,"about_ca_system_score_gemma":0.001706619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008018959,"about_ca_topic_score_gemma":0.005652276,"domain_scores_codex":[0.9982728,0.0003926136,0.0001207636,0.0002747899,0.0007858599,0.000153144],"domain_scores_gemma":[0.9951786,0.00104542,0.0002479425,0.0009548188,0.002428188,0.0001449864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007271817,0.0001499974,0.004512081,0.001097934,0.0002061753,0.0006327789,0.0003796922,0.1505518,0.0241999,0.356822,0.1683913,0.2923292],"study_design_scores_gemma":[0.00008278484,0.0001630989,0.002464905,0.0001840746,0.0001140698,0.0005704116,0.00009685205,0.6411648,0.01723737,0.2392436,0.09857479,0.0001031976],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004464326,0.0005524079,0.9736142,0.0006260157,0.0004184078,0.0001312638,0.004084297,0.004515341,0.01159386],"genre_scores_gemma":[0.3241625,0.001522343,0.5777051,0.0009870483,0.001618246,0.0006838462,0.01676869,0.006603724,0.06994845],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02119252,"threshold_uncertainty_score":0.07089603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0518752419392353,"score_gpt":0.3344568739847953,"score_spread":0.28258163204556,"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."}}