{"id":"W4384694449","doi":"10.22215/etd/2023-15562","title":"2223: Architecture and Climate Futures Through the Lens of Science Fiction","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Space exploration and regulation","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Futures contract; Narrative; Architecture; Storytelling; Key (lock); Geography; Data science; Visual arts; Computer science; Art; Literature; Business","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":[0.0006952626,0.0002819368,0.0000853859,0.0005389597,0.003037788,0.005016129,0.0002895247,0.0009778398,0.01056921],"category_scores_gemma":[0.001322816,0.0001018967,0.0002033343,0.0005324766,0.006135018,0.002302622,0.001461465,0.001515388,0.0008463782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003136235,"about_ca_system_score_gemma":0.002056791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007535239,"about_ca_topic_score_gemma":0.01285026,"domain_scores_codex":[0.9996989,0.0001554083,0.000004910418,0.00003032704,0.00008181455,0.00002863327],"domain_scores_gemma":[0.9996848,0.0001816666,0.00002124922,0.00002999062,0.00004490544,0.0000374131],"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":[0.00001506156,0.00002387873,0.0008300629,0.00009013293,0.00000322941,0.0002743163,0.06107788,0.001281994,0.0007510551,0.8701504,0.04109899,0.02440299],"study_design_scores_gemma":[0.000005636782,0.00001549692,0.001477443,0.0002113136,0.000005113086,0.0003934114,0.0309199,0.0008476367,0.001088212,0.1057846,0.8592409,0.00001045739],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07420545,0.002913287,0.01465337,0.02402186,0.0008422759,0.00005187931,0.0002299593,0.0001001522,0.8829818],"genre_scores_gemma":[0.76715,0.003826608,0.0115055,0.00170676,0.0003534922,0.00007374478,0.0001893502,0.0002231408,0.2149715],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01056921,"threshold_uncertainty_score":0.03535753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0136218075150418,"score_gpt":0.2828615051219061,"score_spread":0.2692396976068643,"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."}}