{"id":"W4402286410","doi":"10.3389/fcomm.2024.1387111","title":"Analyzing environmental communication and citizen science in the context of environmental monitoring and assessment for Agenda 2030 in rural settings of Chile and Sweden","year":2024,"lang":"en","type":"article","venue":"Frontiers in Communication","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's & Women's Health Centre of British Columbia","funders":"Svenska Forskningsrådet Formas","keywords":"Context (archaeology); Political science; Environmental planning; Environmental monitoring; Citizen science; Regional science; Environmental resource management; Engineering ethics; Sociology; Environmental science; Geography; Engineering; Environmental engineering; Physics","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":[0.001569148,0.00007336066,0.0001344291,0.0002553878,0.0001489258,0.00005031484,0.0002546934,0.00005139223,0.000001115228],"category_scores_gemma":[0.0000295244,0.00006870925,0.00001049834,0.0002859117,0.000644843,0.0004284027,0.0003650739,0.0001962217,6.407064e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001020295,"about_ca_system_score_gemma":0.00001108395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001015849,"about_ca_topic_score_gemma":0.0000170263,"domain_scores_codex":[0.9993808,0.00003895982,0.0002616534,0.0001223532,0.00009443153,0.0001018303],"domain_scores_gemma":[0.9995894,0.00008733929,0.0001184469,0.0001953839,0.00000689829,0.000002559284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001509423,0.0000615002,0.8779731,0.0001085783,0.0000136185,3.115825e-7,0.006130001,0.000001875555,0.002569602,0.008995607,0.00005534327,0.1040754],"study_design_scores_gemma":[0.0004429121,0.000009761651,0.9313218,0.0002254003,0.00001239956,7.507059e-7,0.054466,0.005322682,0.0004221582,0.007325636,0.0003533233,0.00009720189],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950573,0.003195028,0.0002130601,0.0007256493,0.0000441008,0.0003553253,0.000004667782,0.000006249105,0.000398657],"genre_scores_gemma":[0.9900292,0.001300382,0.00853492,0.00003501789,0.000007818076,0.00005693344,0.00002615973,0.00000542417,0.000004161323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1039782,"threshold_uncertainty_score":0.2801882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01756350010454152,"score_gpt":0.2667573302443543,"score_spread":0.2491938301398127,"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."}}