{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004627361,0.0002491002,0.0007700352,0.001772691,0.01408949,0.007634937,0.002098227,0.001351516,0.005675861],"category_scores_gemma":[0.02098208,0.0005025386,0.0006573451,0.003932829,0.004764314,0.001696857,0.00261707,0.002641218,0.0002665752],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1699979,"about_ca_system_score_gemma":0.2539873,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9990553,"about_ca_topic_score_gemma":0.9995592,"domain_scores_codex":[0.9946444,0.001153105,0.0002458957,0.0005345034,0.001458334,0.001963778],"domain_scores_gemma":[0.9824758,0.006971817,0.00122278,0.0005998355,0.006110012,0.002619791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001056781,0.0004377287,0.6399276,0.0002978976,0.0002523098,0.001107192,0.09930892,0.01206495,0.0008071867,0.1401122,0.01783633,0.08679084],"study_design_scores_gemma":[0.0001259274,0.0001068455,0.7341353,0.0004739453,0.0001482872,0.0001693435,0.1639742,0.0195573,0.0009393354,0.02159499,0.05840813,0.0003663793],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9654441,0.0009209805,0.000820982,0.006890087,0.00003376825,0.00005991303,0.0005375606,0.00001688327,0.02527575],"genre_scores_gemma":[0.9906179,0.0003135538,0.0003332569,0.0001588498,0.000004446487,0.00001450429,0.0001140606,0.00001197198,0.008431388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8300021,"threshold_uncertainty_score":0.9626848,"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."}}