{"id":"W4409176406","doi":"10.1126/science.adx8700","title":"Failure to communicate","year":2025,"lang":"en","type":"article","venue":"Science","topic":"Climate Change and Geoengineering","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Geoengineering; Climate change; Political science; Psychology; Public relations; Engineering ethics; Internet privacy; Computer science; Engineering; Biology; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01661826,0.0006297042,0.0005119247,0.001153315,0.004390339,0.007232713,0.00157281,0.007678403,0.03567282],"category_scores_gemma":[0.08504542,0.0004066715,0.0004995984,0.0006524175,0.006095739,0.01129306,0.005572212,0.01489891,0.02107694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003536755,"about_ca_system_score_gemma":0.006438514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006906605,"about_ca_topic_score_gemma":0.002989088,"domain_scores_codex":[0.983145,0.008361582,0.0009846711,0.001299406,0.004343102,0.001866203],"domain_scores_gemma":[0.9305087,0.02526471,0.006950443,0.008027584,0.02140735,0.007841192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00016836,0.0002381462,0.007773261,0.0005659303,0.000104387,0.00111788,0.02432575,0.0004498811,0.004166637,0.1811803,0.6092018,0.1707076],"study_design_scores_gemma":[0.00003139863,0.00009562102,0.002184742,0.0006017687,0.00004635331,0.001189022,0.01062091,0.0006822959,0.002148167,0.0540624,0.9282398,0.00009750605],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01676167,0.003155597,0.01880605,0.7614152,0.01139607,0.00009962654,0.0003902506,0.0006851494,0.1872904],"genre_scores_gemma":[0.5493516,0.007925855,0.009084693,0.2649657,0.007992826,0.0002889165,0.001019024,0.000966913,0.1584044],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03567282,"threshold_uncertainty_score":0.1193374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008410398231984488,"score_gpt":0.2608407967992898,"score_spread":0.2524303985673053,"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."}}