{"id":"W3216730849","doi":"","title":"Use of Stored Snow for Summer Cooling Loads","year":2021,"lang":"en","type":"article","venue":"Student Research Proceedings","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Snow; Environmental science; Climate change; Greenhouse gas; Fossil fuel; Meteorology; Snow removal; Electricity; Global warming; Engineering; Waste management; Geography; Ecology","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":[0.0003261838,0.0002288739,0.0001851957,0.0006002788,0.001625554,0.001014089,0.0008195887,0.0002358244,0.005609149],"category_scores_gemma":[0.000454961,0.0001566546,0.0003398409,0.0005814438,0.000459279,0.0006163685,0.000603462,0.0002225218,0.0006638141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001677247,"about_ca_system_score_gemma":0.002804101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04539272,"about_ca_topic_score_gemma":0.226583,"domain_scores_codex":[0.9996426,0.00007176805,0.00001213042,0.00004017837,0.0001347665,0.0000984858],"domain_scores_gemma":[0.9997401,0.00005106201,0.0000366489,0.00003796434,0.00008137134,0.00005273869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002078479,0.001181661,0.1227445,0.001103304,0.0001519837,0.002111235,0.008279494,0.01246436,0.3778927,0.008984255,0.01187746,0.4511306],"study_design_scores_gemma":[0.0003039784,0.004377452,0.2635021,0.000841194,0.0003906191,0.001736676,0.01525778,0.0295265,0.4922585,0.004002853,0.1876247,0.0001776928],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9699661,0.000657476,0.003076578,0.000396009,0.00003989945,0.0000784339,0.000268374,0.0001450406,0.02537213],"genre_scores_gemma":[0.9895641,0.0002471744,0.002582629,0.00003063416,0.000006836656,0.00001893579,0.0001145908,0.00002798048,0.007407071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04539272,"threshold_uncertainty_score":0.09025699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1685097577952522,"score_gpt":0.3994372867837334,"score_spread":0.2309275289884812,"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."}}