{"id":"W4409918910","doi":"10.3390/thermo5020014","title":"Sustainable Heating Analysis and Energy Model Development of a Community Building in Kuujjuaq, Nunavik","year":2025,"lang":"en","type":"article","venue":"Thermo","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut National de la Recherche Scientifique","funders":"Sentinelle Nord, Université Laval; Fonds de recherche du Québec","keywords":"Sustainable development; Environmental science; Geography; Environmental planning; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003835917,0.00006384588,0.0001582937,0.0001994969,0.0001590904,0.00001737053,0.0001010438,0.00003119214,0.0002105],"category_scores_gemma":[0.00001013093,0.00005630186,0.0000218028,0.0005276084,0.00002902807,0.00005890169,0.00003303352,0.00007617592,5.019032e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008581167,"about_ca_system_score_gemma":0.00004886845,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1643752,"about_ca_topic_score_gemma":0.1006114,"domain_scores_codex":[0.999481,0.00006367861,0.0001589407,0.00006866613,0.00006129632,0.0001664648],"domain_scores_gemma":[0.999706,0.000104803,0.00003378382,0.0001095985,0.00002023218,0.00002555678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000404902,0.00003293494,0.8854738,0.0001129724,0.00009426187,0.000003443226,0.01366648,0.03435967,0.001424,0.0004410824,0.000007044167,0.0643438],"study_design_scores_gemma":[0.0001871743,0.00001305355,0.6183339,0.00003572284,0.00004354909,4.288041e-7,0.005642563,0.3720151,0.001000909,0.00254788,0.00007762808,0.000102084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927401,0.000335813,0.0007765251,0.00003350896,0.000007711675,0.00002427591,0.00002814869,0.00000717733,0.006046722],"genre_scores_gemma":[0.9988089,0.00003477148,0.0005287526,0.0001135959,0.000003215537,0.000001016341,0.0001134168,0.000001127811,0.0003951974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3376554,"threshold_uncertainty_score":0.9158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03149947877724218,"score_gpt":0.2636756508321799,"score_spread":0.2321761720549377,"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."}}