{"id":"W4416298906","doi":"10.3390/su172210252","title":"Transition Pathways Towards Electromagnetic Sustainability in the Built and Lived Environment","year":2025,"lang":"en","type":"article","venue":"Sustainability","topic":"Electromagnetic Fields and Biological Effects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Sustainability; Audit; Energy transition; Urban planning; Built environment; Environmental audit; Key (lock); Field (mathematics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001232105,0.0001707361,0.000145569,0.001365835,0.00203406,0.005396719,0.0005782088,0.001026606,0.004721386],"category_scores_gemma":[0.002672604,0.0002016234,0.0002482999,0.001042019,0.006365606,0.004456075,0.005505166,0.001068904,0.0003748026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004091708,"about_ca_system_score_gemma":0.003987162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01015976,"about_ca_topic_score_gemma":0.0124061,"domain_scores_codex":[0.9990615,0.0003611011,0.00004830795,0.0001128928,0.0001708553,0.0002452459],"domain_scores_gemma":[0.9983888,0.0005323261,0.0002776273,0.0001048512,0.0003671852,0.0003292378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002051207,0.000325007,0.05529003,0.0009476074,0.00004301898,0.004655946,0.2077646,0.001366454,0.005159315,0.5552871,0.005511581,0.1634443],"study_design_scores_gemma":[0.00001590186,0.0003037789,0.1079143,0.001132814,0.00002957519,0.002274941,0.4092957,0.0008306666,0.003221505,0.1803854,0.2945007,0.00009464467],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.854103,0.005901062,0.01107197,0.01792384,0.0001347937,0.0001753373,0.0003098757,0.0001377181,0.1102425],"genre_scores_gemma":[0.9939595,0.001707597,0.001499564,0.0002822489,0.000008444553,0.00002494814,0.00004717249,0.000008702374,0.002461824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01015976,"threshold_uncertainty_score":0.02968758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0049882205687796,"score_gpt":0.2370167385518193,"score_spread":0.2320285179830397,"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."}}