{"id":"W4399765487","doi":"10.32920/26052439","title":"Comparing apartment balcony options in Toronto for usability, healthy lighting, and daylight availability","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Apartment; Daylight; Usability; Architectural engineering; Computer science; Engineering; Human–computer interaction; Civil engineering","routes":{"ca_aff":false,"ca_fund":false,"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":[0.0004454772,0.0003506674,0.0002332052,0.0003217858,0.0009541952,0.0009756074,0.0004437401,0.0002234332,0.002900579],"category_scores_gemma":[0.002083519,0.0001741658,0.0003593758,0.0006319703,0.0005114341,0.0003788126,0.000497895,0.0001917956,0.00015439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009584447,"about_ca_system_score_gemma":0.002856544,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6402719,"about_ca_topic_score_gemma":0.8716089,"domain_scores_codex":[0.9995261,0.0001449921,0.00002175935,0.00007201609,0.0001318448,0.0001032039],"domain_scores_gemma":[0.9988549,0.0004655834,0.0001066969,0.00006457977,0.0003050089,0.0002032323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007695444,0.003107234,0.6893773,0.001314349,0.0004706832,0.001848954,0.03115695,0.06665693,0.05403026,0.003599798,0.006021571,0.1347205],"study_design_scores_gemma":[0.0001201912,0.001587183,0.9422991,0.00007625687,0.0001417137,0.00007618535,0.01868655,0.02268846,0.007947745,0.0001906025,0.006101807,0.00008408873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983578,0.00002966354,0.0001982342,0.00001230317,0.000001661594,0.00003020075,0.0001377978,0.000008495092,0.001223859],"genre_scores_gemma":[0.9984558,0.00003590432,0.0006124854,0.00000485913,4.803579e-7,0.00002309438,0.000204669,0.000004142143,0.0006586813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3597281,"threshold_uncertainty_score":0.7236932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02458331856728796,"score_gpt":0.279571418812627,"score_spread":0.2549881002453391,"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."}}