{"id":"W4360949491","doi":"10.1177/19467567231164460","title":"Why Decenter Images of the Future Matter: Absences, Alternatives, and Accomplishments Challenging Future Visions","year":2023,"lang":"en","type":"article","venue":"World Futures Review","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Vision; Look-ahead; Computer science; Sociology; Algorithm","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":[0.01547731,0.0004461537,0.0006066643,0.001635856,0.003726229,0.01286335,0.00156997,0.005058959,0.01179767],"category_scores_gemma":[0.04630075,0.0003260215,0.0004017123,0.001362855,0.02077511,0.02129292,0.004226642,0.01066712,0.001528263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004862793,"about_ca_system_score_gemma":0.004482097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01216195,"about_ca_topic_score_gemma":0.01700529,"domain_scores_codex":[0.9934112,0.003750871,0.0002219461,0.0003778151,0.001572056,0.0006661002],"domain_scores_gemma":[0.975906,0.01273608,0.002467705,0.001362728,0.005740327,0.001787121],"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":[0.00009438903,0.00004478839,0.002534901,0.0006064408,0.00004149667,0.0001924568,0.02343002,0.0004766252,0.0002876832,0.7637519,0.085734,0.1228054],"study_design_scores_gemma":[0.00001742789,0.00003381573,0.003880207,0.001961522,0.00002940353,0.0003459767,0.04163989,0.0005212551,0.0002102573,0.6135848,0.3377035,0.00007188914],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02649019,0.09831887,0.007727532,0.6835724,0.005605469,0.00002896018,0.0002152559,0.00006407644,0.1779772],"genre_scores_gemma":[0.837635,0.09966198,0.003965906,0.03667909,0.005059506,0.00007939133,0.0002368258,0.0001852697,0.01649702],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01547731,"threshold_uncertainty_score":0.08185285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1652763544937471,"score_gpt":0.4335658977205821,"score_spread":0.268289543226835,"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."}}