{"id":"W2887124564","doi":"10.1016/j.erss.2018.05.007","title":"Beyond technocracy: Forms of rationality and uncertainty in organizational behaviour and energy efficiency decision making in Canada","year":2018,"lang":"en","type":"article","venue":"Energy Research & Social Science","topic":"Energy Efficiency and Management","field":"Energy","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Technocracy; Rationality; Negotiation; Efficient energy use; Bridging (networking); Certainty; Uncertainty reduction theory; Uncertainty; Energy (signal processing); Contingency theory; Risk analysis (engineering); Business; Environmental economics; Economics; Knowledge management; Computer science; Psychology; Social psychology; Engineering; Sociology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002254884,0.0001197405,0.0001771085,0.0005037381,0.0006590494,0.00006208928,0.0004697641,0.00006937196,0.00006209682],"category_scores_gemma":[0.0005918213,0.0001091695,0.00001347191,0.003488188,0.001510152,0.0002736507,0.0005362472,0.0001505785,3.002988e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007856359,"about_ca_system_score_gemma":0.001696546,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6935978,"about_ca_topic_score_gemma":0.9478692,"domain_scores_codex":[0.9969918,0.0001268971,0.0003599741,0.0005028807,0.001426742,0.0005917333],"domain_scores_gemma":[0.9989847,0.0002662431,0.00007822207,0.0001718287,0.0004039604,0.00009505812],"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":[0.00003409436,0.00007727575,0.02152735,0.000005848176,0.000001960572,0.000008854277,0.000432093,0.001818,0.001278977,0.93556,0.00005483255,0.03920071],"study_design_scores_gemma":[0.00160459,0.0003216118,0.6343986,0.0001960899,0.000007382628,0.000009084757,0.004063915,0.04270666,0.009556686,0.3020854,0.004317756,0.0007322159],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777991,0.00009987123,0.0009006931,0.0003325334,0.00009408686,0.00005299645,0.000005274423,0.00001203467,0.02070338],"genre_scores_gemma":[0.999419,0.00004842644,0.000217759,0.0001083854,0.00005262103,0.0000195357,0.000004590272,0.000008862115,0.0001208566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6334746,"threshold_uncertainty_score":0.5564216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01613923402505249,"score_gpt":0.3205145547777978,"score_spread":0.3043753207527453,"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."}}