{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002244314,0.00003967832,0.00003733715,0.00004600862,0.0001567902,0.00003639277,0.0005635529,0.000009404874,0.0004123317],"category_scores_gemma":[0.00003974826,0.00003540816,0.00001004207,0.001035382,0.0001748269,0.0001297596,0.0006397158,0.00004172056,0.0008781158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007149245,"about_ca_system_score_gemma":0.000006686854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004898403,"about_ca_topic_score_gemma":0.000161445,"domain_scores_codex":[0.9994685,0.000003308471,0.00004991858,0.0001495937,0.0001334877,0.0001951943],"domain_scores_gemma":[0.9996188,0.00001149192,0.000006544422,0.0002969035,0.000003907976,0.00006233708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006741227,0.00006366146,0.06036159,0.00001416269,0.000002980974,0.000006301226,0.00299591,0.006616942,0.8258923,0.002950279,0.02884855,0.07224058],"study_design_scores_gemma":[0.0001539193,0.00003467259,0.2826276,0.00005062878,0.000004147224,0.00000305404,0.000560948,0.003211099,0.04808124,0.001605531,0.6633938,0.00027336],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9146234,0.00002677961,0.0007458228,0.005016003,0.0001535284,0.00009962344,0.000001231211,0.00005569407,0.07927795],"genre_scores_gemma":[0.9958321,0.000004576885,0.00178254,0.0009899789,0.00000442237,0.000006171819,2.23253e-7,0.000001519489,0.001378404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7778111,"threshold_uncertainty_score":0.9998998,"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."}}