{"id":"W4256217699","doi":"10.1386/ijfs_00026_4","title":"Afrofuture ecosystems","year":2020,"lang":"en","type":"article","venue":"International Journal of Francophone Studies","topic":"Utopian, Dystopian, and Speculative Fiction","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina; University of Waterloo","funders":"","keywords":"Precarity; Urban agglomeration; Urbanism; Movie theater; Climate change; Architecture; Sociology; Focus (optics); Work (physics); Sustainability; Geography; Economic geography; Political science; History; Gender studies; Ecology; Archaeology; Art history; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001012302,0.000114047,0.0002636057,0.00008289833,0.0001086363,0.0000716062,0.0002272017,0.00002364539,0.001103709],"category_scores_gemma":[0.00009014,0.00008540043,0.0001683734,0.00003262244,0.00009243315,0.0002674306,0.00003557455,0.0001657181,0.0001199247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000554752,"about_ca_system_score_gemma":0.0000310845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001740342,"about_ca_topic_score_gemma":0.0001343358,"domain_scores_codex":[0.9989519,0.000033769,0.0004182772,0.00009590495,0.0004064562,0.00009375682],"domain_scores_gemma":[0.9985164,0.00005129926,0.0003190853,0.0000441749,0.001010209,0.00005885009],"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":[0.0004865268,0.0001666621,0.00180297,0.0001041487,0.003034578,0.0003829849,0.3179945,0.000197695,0.003435644,0.5620065,0.1016165,0.008771296],"study_design_scores_gemma":[0.0006979724,0.0001705159,0.000415353,0.00008427363,0.00001883564,0.00002455984,0.006914548,0.00004880717,0.0005207768,0.0005554556,0.990445,0.0001039023],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9102433,0.00358419,0.0005944292,0.02099359,0.03630454,0.0001314584,0.00007724254,0.00005617235,0.02801511],"genre_scores_gemma":[0.9638736,0.0006064997,0.0001213395,0.001136599,0.01736258,0.000002329562,0.000003262404,0.0000137308,0.0168801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8888285,"threshold_uncertainty_score":0.9998094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06120144460824007,"score_gpt":0.2817361105066462,"score_spread":0.2205346658984061,"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."}}