{"id":"W6949647794","doi":"10.5281/zenodo.15428080","title":"Supplemental Material for \"Energy Dissipation in Intermittent Water Supply Depends on Household Behavior\"","year":2025,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Reuse; Python (programming language); Water supply; Dissipation; Code (set theory); Source code; Code reuse; Potable water","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0006588814,0.001446936,0.0008385809,0.001269971,0.0004690516,0.001515566,0.001804047,0.001756528,0.1794607],"category_scores_gemma":[0.003287283,0.0005302825,0.001200467,0.002654071,0.0002267898,0.00114603,0.001100748,0.001267418,0.1155269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001216193,"about_ca_system_score_gemma":0.001193278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02370792,"about_ca_topic_score_gemma":0.05048336,"domain_scores_codex":[0.9996125,0.00007441918,0.00003679388,0.00009605516,0.0001083873,0.00007175343],"domain_scores_gemma":[0.9985923,0.0005189736,0.0001295639,0.0002914096,0.0003631355,0.0001046617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002573257,0.00002096193,0.001135785,0.0003321154,0.00002356247,0.0000146648,0.00001300628,0.001488798,0.00007307354,0.0005125091,0.9946167,0.001743068],"study_design_scores_gemma":[0.0002655119,0.00002356732,0.008556671,0.0003817299,0.00003316672,0.00008496756,0.0001118429,0.005147926,0.0004942728,0.004304187,0.9805455,0.00005060158],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000140634,0.00001887277,0.0001680711,0.00007087797,0.0000299835,0.00000553144,0.9982414,0.0005298594,0.0007948164],"genre_scores_gemma":[0.001332604,0.00003817644,0.0007270775,0.0000702562,0.00001228775,0.00005414635,0.9961738,0.000225315,0.001366406],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1794607,"threshold_uncertainty_score":0.6003559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03020442322319883,"score_gpt":0.2667627911670982,"score_spread":0.2365583679438994,"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."}}