{"id":"W7110873724","doi":"10.1016/j.cliser.2025.100631","title":"A climate indicator dashboard for communicating climate change in the Okanagan Valley of B.C.","year":2025,"lang":"en","type":"article","venue":"Climate Services","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; Okanagan University College; Okanagan College","funders":"","keywords":"Dashboard; Context (archaeology); Climate change; Process (computing); Resource (disambiguation); Decision support system; Extreme weather; Water resources","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001732402,0.000244057,0.0003742796,0.00007780329,0.000374199,0.00006267948,0.001513269,0.0001291475,0.0001719755],"category_scores_gemma":[0.00004084417,0.0001933796,0.0001331364,0.0006300345,0.0002576438,0.000365947,0.001115339,0.0002011201,0.00004948879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001533527,"about_ca_system_score_gemma":0.000009454087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000801924,"about_ca_topic_score_gemma":0.004760641,"domain_scores_codex":[0.9976926,0.0001860972,0.0005794166,0.0004363699,0.0002870689,0.000818464],"domain_scores_gemma":[0.9981304,0.0004306334,0.0003997381,0.0009668469,0.00002324441,0.00004916895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004893534,0.0009264914,0.8832316,0.007686488,0.00003837816,0.00001087688,0.07565444,0.0001190259,0.001100986,0.01580356,0.0001937709,0.01474505],"study_design_scores_gemma":[0.002176972,0.0002570662,0.8850926,0.001188539,0.0001394859,0.000004890822,0.07823474,0.008377844,0.0009476356,0.00377709,0.01914851,0.0006545857],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814994,0.0004804262,0.00000221094,0.002644489,0.000110481,0.001257142,0.0002047341,0.0000561638,0.01374495],"genre_scores_gemma":[0.9920864,0.003079829,0.0005326439,0.003619964,0.00003262382,0.0005591538,0.00005654055,0.00002199979,0.00001080812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01895474,"threshold_uncertainty_score":0.7885792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02119807219666409,"score_gpt":0.2957286948902024,"score_spread":0.2745306226935383,"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."}}