{"id":"W4413061712","doi":"10.1145/3715335.3736308","title":"Are You Thirsty? So is Your AI.","year":2025,"lang":"en","type":"article","venue":"","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Artificial intelligence","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":[0.00275561,0.0004145719,0.0005241937,0.0009415734,0.004826349,0.005809488,0.0006157074,0.002636293,0.02809422],"category_scores_gemma":[0.01805434,0.000212635,0.0005829097,0.0006269663,0.005770888,0.006165389,0.002206004,0.007908721,0.01298884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001397839,"about_ca_system_score_gemma":0.001563285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007369738,"about_ca_topic_score_gemma":0.00812861,"domain_scores_codex":[0.998125,0.0007301779,0.00004001443,0.0001631413,0.0006323064,0.0003094363],"domain_scores_gemma":[0.9929147,0.001221762,0.0007430004,0.0003453528,0.002461703,0.002313482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001403049,0.000152079,0.02384424,0.0002979898,0.0001381651,0.0008027645,0.03510681,0.0001092869,0.002275383,0.0227549,0.8027619,0.1116162],"study_design_scores_gemma":[0.00001959826,0.0001524731,0.02147697,0.000681183,0.00007503152,0.001975335,0.1134471,0.0002777279,0.0007960901,0.03741612,0.8235347,0.0001477765],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0291698,0.01400471,0.004277537,0.7598023,0.02074979,0.00004649931,0.0002705154,0.0004073593,0.1712715],"genre_scores_gemma":[0.5936121,0.01957087,0.004888734,0.2058297,0.007684943,0.00007031563,0.0002465708,0.0005184006,0.1675785],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02809422,"threshold_uncertainty_score":0.09398454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5022609733320695,"score_gpt":0.5112651004138657,"score_spread":0.00900412708179621,"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."}}