{"id":"W3087863176","doi":"","title":"Forms of Rationality and Uncertainty: Energy Efficiency in Ontario Hospitals","year":2019,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rationality; Efficient energy use; Energy (signal processing); Engineering; Epistemology; Mathematics; Statistics; Philosophy; Electrical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001004418,0.0001705945,0.0004576308,0.0001512489,0.0001325554,0.000004392346,0.0001170553,0.0003904406,0.0004546593],"category_scores_gemma":[0.0001223124,0.0001540476,0.00004769259,0.0001319533,0.00002439126,0.00005757839,0.00004372933,0.0005408984,0.00002475966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004548798,"about_ca_system_score_gemma":0.001542708,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5224965,"about_ca_topic_score_gemma":0.8854128,"domain_scores_codex":[0.9981284,0.0002954733,0.000646218,0.0003053523,0.0002961849,0.0003283913],"domain_scores_gemma":[0.9987425,0.0003033641,0.0004416772,0.00028778,0.0001519559,0.0000726722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0005911736,0.0002995336,0.07526534,0.01071212,0.0001018109,0.000007426431,0.331613,0.0001147545,0.0001266152,0.5654668,0.004352212,0.01134919],"study_design_scores_gemma":[0.002127995,0.0003995599,0.6750132,0.002903162,0.00006222173,2.254472e-7,0.207326,0.0001498309,0.0000786391,0.01223184,0.09900863,0.0006987454],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9299893,0.0002708453,0.00007728615,0.0009844784,0.0006923597,0.000863957,0.000009456719,0.00001965374,0.06709268],"genre_scores_gemma":[0.8621924,0.0001367694,0.00004651292,0.0005139316,0.00002907222,0.0001236337,0.0007395234,0.00001713603,0.136201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5997478,"threshold_uncertainty_score":0.628188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0644409963827885,"score_gpt":0.4607556309847152,"score_spread":0.3963146346019267,"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."}}