{"id":"W4414357588","doi":"10.1038/s41597-025-05962-1","title":"A dataset from a coordinated multi-site laboratory study investigating the Hue-Heat-Hypothesis","year":2025,"lang":"en","type":"article","venue":"Scientific Data","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"HORIZON EUROPE Framework Programme; Magyar Tudományos Akadémia Számítástechnikai és Automatizálási Kutatóintézet; Magyar Tudományos Akadémia; European Commission; Ministério da Ciência, Tecnologia e Inovação; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Villum Fonden; National Science Foundation","keywords":"Metadata; Documentation; Perception; Protocol (science); Test (biology); Resource (disambiguation)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006830139,0.0001181107,0.0001097306,0.0000988562,0.0003786028,0.0003725834,0.001148,0.00004210435,0.00004457414],"category_scores_gemma":[0.0002096848,0.00009446259,0.00001048123,0.001047642,0.0001148703,0.0003465983,0.0004971746,0.0001433277,0.00002323282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000244337,"about_ca_system_score_gemma":0.00005372895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002381835,"about_ca_topic_score_gemma":0.0009619322,"domain_scores_codex":[0.9989811,0.00007118622,0.000192644,0.0004388652,0.0001425716,0.0001736006],"domain_scores_gemma":[0.9977703,0.0001068261,0.00002222308,0.002022035,0.00003833986,0.00004026691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004245862,0.0001473657,0.00490478,0.0000244626,0.0001696275,0.00000507666,0.0005694878,0.1853836,0.005896119,0.00006358201,0.800271,0.002560599],"study_design_scores_gemma":[0.0004245321,0.000005134728,0.0031638,0.00005939548,0.00008225008,2.035251e-7,0.0004313743,0.9360402,0.001448834,0.00008749969,0.05807304,0.0001837676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8106415,0.001003533,0.04391569,0.0005104016,0.00546445,0.0009986064,0.1360778,0.001024063,0.0003640153],"genre_scores_gemma":[0.9476283,0.000007518507,0.009442104,0.0002854306,0.0000550789,0.00004286921,0.04196075,0.00003145098,0.0005465636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7506565,"threshold_uncertainty_score":0.3852073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04611020523615598,"score_gpt":0.2666860358468557,"score_spread":0.2205758306106997,"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."}}