{"id":"W4406141419","doi":"10.1145/3704990","title":"Climate for Change: New HCI Research for Climate Action","year":2025,"lang":"en","type":"article","venue":"interactions","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Climate change; Action (physics); Computer science; Environmental resource management; Political science; Environmental science; Geology; Oceanography","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":[0.009853428,0.001276948,0.0008577625,0.007319358,0.005114666,0.02438999,0.001729893,0.00450596,0.02390496],"category_scores_gemma":[0.01954417,0.0005406101,0.001155271,0.008305848,0.01445863,0.02542599,0.00618137,0.003469344,0.00189181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004077981,"about_ca_system_score_gemma":0.003064307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004384494,"about_ca_topic_score_gemma":0.006095967,"domain_scores_codex":[0.9923943,0.005556868,0.0001963462,0.0006235418,0.0008189501,0.0004099199],"domain_scores_gemma":[0.9703557,0.0253327,0.0004931598,0.001539914,0.001282324,0.0009961983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002278022,0.0001981295,0.0103086,0.004086382,0.000139444,0.0007079321,0.2282498,0.0005983451,0.002563849,0.5163475,0.04430931,0.192263],"study_design_scores_gemma":[0.00009521292,0.0001187684,0.008910871,0.003305804,0.0001317112,0.001110599,0.1918695,0.002478985,0.0009520561,0.38585,0.4050407,0.0001358203],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1107693,0.1402162,0.158036,0.150343,0.0107273,0.0004743777,0.001587901,0.001489103,0.4263567],"genre_scores_gemma":[0.8697714,0.04070485,0.04129256,0.01904242,0.004323175,0.001050996,0.0006176993,0.0007374673,0.02245959],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02438999,"threshold_uncertainty_score":0.07997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3385688925071849,"score_gpt":0.4752624733810148,"score_spread":0.1366935808738299,"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."}}