{"id":"W4239663036","doi":"10.32920/ryerson.14664156","title":"Environmental attitudes and energy consumption among tenants in a high-rise multi-unit residential building in Toronto, Canada","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mitacs","keywords":"Energy consumption; Consumption (sociology); Unit (ring theory); Sample (material); Scale (ratio); Environmental economics; Energy (signal processing); Business; Survey data collection; Environmental resource management; Geography; Psychology; Environmental science; Engineering; Economics; Sociology; Statistics; Social science; Mathematics","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":[0.0002462075,0.0002870984,0.0002468219,0.000714936,0.003369918,0.0009891777,0.0005739934,0.0002588084,0.001931575],"category_scores_gemma":[0.0005686591,0.0002342274,0.0003738781,0.001816142,0.0008771226,0.0002845351,0.0006413027,0.0003957638,0.0001573869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01700911,"about_ca_system_score_gemma":0.01028492,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9872716,"about_ca_topic_score_gemma":0.995832,"domain_scores_codex":[0.9996527,0.00003073635,0.00001751316,0.00004572415,0.0001201707,0.0001331861],"domain_scores_gemma":[0.9994242,0.00003990347,0.00008113018,0.00001341442,0.0002115896,0.0002297175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008058228,0.0001034332,0.966357,0.00009607249,0.00004065781,0.0007375419,0.02222781,0.0001766671,0.001654899,0.0002506072,0.0008166675,0.007458],"study_design_scores_gemma":[0.000001451032,0.00004115289,0.9664418,0.0000285099,0.00001232175,0.00008653208,0.03209903,0.0001844496,0.0001411831,0.00001282637,0.0009378483,0.00001297206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988742,0.0000850661,0.00003069391,0.000071332,0.000002545167,0.00001247762,0.0001927351,0.000001612626,0.0007293729],"genre_scores_gemma":[0.9986458,0.0001555226,0.00009363245,0.00002463138,0.000001312741,0.000006834553,0.0001450615,0.0000012086,0.0009259064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01700911,"threshold_uncertainty_score":0.1234103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009380067538954106,"score_gpt":0.255079319653102,"score_spread":0.2456992521141479,"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."}}