{"id":"W7127156285","doi":"10.7202/1122957ar","title":"Liveable Futures","year":2025,"lang":"en","type":"article","venue":"Atlantis Critical Studies in Gender Culture & Social Justice","topic":"Utopian, Dystopian, and Speculative Fiction","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University; Mount Allison University","funders":"","keywords":"Futures contract; Political radicalism; Politics","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":[0.002842939,0.0006303597,0.0002925888,0.0009545557,0.005317156,0.009214597,0.0009580257,0.00419582,0.03076378],"category_scores_gemma":[0.005234202,0.0001874048,0.0004598344,0.0007456008,0.02147553,0.01191774,0.006311358,0.005654597,0.00494368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00413471,"about_ca_system_score_gemma":0.003124838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002815417,"about_ca_topic_score_gemma":0.004861072,"domain_scores_codex":[0.9974272,0.001315249,0.00006984205,0.0003128644,0.0005469618,0.0003279273],"domain_scores_gemma":[0.9981579,0.0007103035,0.0001516541,0.0003733806,0.0003012422,0.0003053672],"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":[0.000008612385,0.000006440912,0.00004491838,0.00003884664,0.000001350136,0.00003749551,0.003924232,0.00002445073,0.00007475164,0.9602321,0.02654867,0.009058139],"study_design_scores_gemma":[0.000004727933,0.000009072642,0.0001203584,0.0001622779,0.000002138657,0.0001089319,0.004453522,0.00004720862,0.0002146354,0.2789158,0.7159541,0.000007309997],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00460597,0.02195791,0.00811184,0.0816781,0.004035754,0.00004068243,0.0001455223,0.0001168767,0.8793073],"genre_scores_gemma":[0.4797142,0.0189209,0.007927689,0.02767256,0.00350089,0.000193153,0.0002855434,0.000373196,0.4614119],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03076378,"threshold_uncertainty_score":0.1029151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1039200953090447,"score_gpt":0.3798997420654697,"score_spread":0.2759796467564249,"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."}}