{"id":"W4415595048","doi":"10.1177/03091333251391084","title":"Communicating science from the Arctic: A collaborative protocol to mitigate harm","year":2025,"lang":"en","type":"article","venue":"Progress in Physical Geography Earth and Environment","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Harm; Situated; Indigenous; Process (computing); Adaptation (eye); Community resilience; Traditional knowledge; Science communication; Psychological resilience","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":[0.0005049284,0.00008808383,0.0001057572,0.00006856612,0.0008843239,0.000161791,0.0004631346,0.00002582391,0.00004529693],"category_scores_gemma":[0.00004365708,0.00006722454,0.00003307801,0.0007361358,0.001901988,0.0001123951,0.0003325147,0.0001599791,0.00001302091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003340889,"about_ca_system_score_gemma":0.00003644286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005916843,"about_ca_topic_score_gemma":0.0006940676,"domain_scores_codex":[0.9988945,0.0002469664,0.0001267141,0.0002245382,0.0002637168,0.0002435566],"domain_scores_gemma":[0.9992474,0.0002027015,0.00004707224,0.0003768721,0.00002721174,0.00009870437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00005107577,0.0003526563,0.4388776,0.00001210072,0.00001225066,3.157178e-7,0.04364771,0.00001203591,0.0002073192,0.005398117,0.00002416798,0.5114046],"study_design_scores_gemma":[0.0003856226,0.00005341953,0.8743211,0.0001318345,0.000008582943,2.685969e-8,0.007586563,0.0002922216,0.0001388569,0.003885178,0.1130655,0.0001310869],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9379429,0.0004234855,0.00002509649,0.02269628,0.00005148276,0.02788757,0.00002882486,0.00005055185,0.01089384],"genre_scores_gemma":[0.9786958,0.0003700977,0.0008002046,0.0005082472,0.00003648238,0.01956408,0.000004878457,0.000003301802,0.00001696803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5112736,"threshold_uncertainty_score":0.7007954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08886888872337742,"score_gpt":0.4062967841776982,"score_spread":0.3174278954543207,"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."}}