{"id":"W2947646117","doi":"10.1080/14606925.2019.1595002","title":"Climate Anticipation: working towards a design proposal for urban resilience and care","year":2019,"lang":"en","type":"article","venue":"The Design Journal","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kwantlen Polytechnic University","funders":"National Aeronautics and Space Administration","keywords":"Anticipation (artificial intelligence); Resilience (materials science); Urban resilience; Climate change; Psychological resilience; Psychology; Environmental planning; Environmental resource management; Computer science; Geography; Social psychology; Engineering; Economics; Urban planning; Civil engineering","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":[0.01028865,0.001435091,0.0004333918,0.001753457,0.004475084,0.009673729,0.003520137,0.006250781,0.02449963],"category_scores_gemma":[0.01291424,0.0008174603,0.001444085,0.0009869495,0.007903952,0.006695184,0.006018593,0.003991067,0.00250997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004201508,"about_ca_system_score_gemma":0.009441867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004975679,"about_ca_topic_score_gemma":0.007773306,"domain_scores_codex":[0.9936591,0.003615347,0.0002490327,0.0004543425,0.001287601,0.0007347105],"domain_scores_gemma":[0.991877,0.003201489,0.0004498566,0.0009449181,0.002259832,0.00126688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001664631,0.0004142704,0.002386261,0.0007526276,0.00006050169,0.0004070952,0.01518329,0.02077948,0.004166199,0.870165,0.02620276,0.05931607],"study_design_scores_gemma":[0.0001618779,0.0005397599,0.001577543,0.0008914885,0.000182255,0.0004565326,0.02499164,0.04159803,0.008461475,0.4085342,0.5123616,0.0002437101],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02383547,0.0002634129,0.7921545,0.04357861,0.00138184,0.002242614,0.0003039151,0.001956424,0.1342832],"genre_scores_gemma":[0.4093022,0.000303092,0.5504183,0.003882877,0.0001864141,0.00307716,0.0002441759,0.0006137797,0.03197211],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02449963,"threshold_uncertainty_score":0.08195943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05367617112499075,"score_gpt":0.2617019117707858,"score_spread":0.2080257406457951,"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."}}