{"id":"W4367396267","doi":"10.1016/j.buildenv.2023.110375","title":"Data sources and approaches for building occupancy profiles at the urban scale – A review","year":2023,"lang":"en","type":"review","venue":"Building and Environment","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"Canada Excellence Research Chairs, Government of Canada","keywords":"Occupancy; Scale (ratio); Energy consumption; Process (computing); Post-occupancy evaluation; Computer science; Building energy simulation; Field (mathematics); Transport engineering; Architectural engineering; Environmental science; Geography; Engineering; Energy performance; Cartography; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00806737,0.001734593,0.003121797,0.009829048,0.0004556506,0.003711889,0.004170615,0.001478248,0.005705014],"category_scores_gemma":[0.02346759,0.0008403471,0.002345565,0.01548407,0.001032326,0.004524751,0.001930396,0.001648871,0.002340186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001326069,"about_ca_system_score_gemma":0.005714806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01622573,"about_ca_topic_score_gemma":0.0185334,"domain_scores_codex":[0.9970357,0.0007350414,0.0005687483,0.0005542038,0.001008603,0.00009765266],"domain_scores_gemma":[0.9812165,0.01403712,0.001123904,0.0007959887,0.002666133,0.0001604468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007326006,0.00007136263,0.00184232,0.06005844,0.0004234496,0.00007270346,0.0002425645,0.001124587,0.0003306601,0.007812216,0.02404195,0.9039065],"study_design_scores_gemma":[0.00004544393,0.0000809216,0.00752238,0.08350849,0.001381396,0.0005961174,0.0007114438,0.001303693,0.0008992468,0.014137,0.8896201,0.0001936235],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006511377,0.982968,0.00752535,0.001120654,0.0003988641,0.0001731568,0.004752291,0.0001450693,0.002265396],"genre_scores_gemma":[0.003099749,0.9804285,0.01193251,0.0003118747,0.0002181104,0.0001908185,0.003393499,0.00004310778,0.0003818141],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01622573,"threshold_uncertainty_score":0.04266483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2043826448710593,"score_gpt":0.3509463739510539,"score_spread":0.1465637290799946,"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."}}