{"id":"W2774504838","doi":"10.4000/imagesrevues.4051","title":"Kapwani Kiwanga’s Alien Speculations","year":2017,"lang":"en","type":"article","venue":"Images re-vues","topic":"Utopian, Dystopian, and Speculative Fiction","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Oppression; Alien; Focus (optics); Humanism; Space (punctuation); Pessimism; Style (visual arts); Aesthetics; Realism; Sociology; Work (physics); Extraterrestrial life; Epistemology; History; Philosophy; Visual arts; Art; Politics; Law; Political science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001066482,0.0001796461,0.0001973024,0.00008405862,0.001704179,0.0009866188,0.0003142994,0.00005122433,0.004644081],"category_scores_gemma":[0.00008260721,0.0001581791,0.0001366668,0.00001300766,0.0004362711,0.0007784448,0.00007914914,0.0001328446,0.0005717804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004405288,"about_ca_system_score_gemma":0.00002272445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009841558,"about_ca_topic_score_gemma":0.002488906,"domain_scores_codex":[0.998999,0.00003944475,0.0002205795,0.000275038,0.000204731,0.0002611819],"domain_scores_gemma":[0.998956,0.00003033277,0.0001740092,0.0006166738,0.000149252,0.00007368004],"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":[0.000008491823,0.00004656523,0.001534935,0.00001493296,0.00003906564,0.00001196007,0.00744786,0.000003287617,0.0004761799,0.9802527,0.00768778,0.002476282],"study_design_scores_gemma":[0.0002740234,0.00004742888,0.04224613,0.00003188647,0.00003326987,0.000002795173,0.0003987781,0.00007073724,0.001121785,0.005203725,0.9503339,0.0002355722],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1851752,0.00003872206,0.0001918509,0.002232824,0.001252665,0.0001969417,0.0001092373,0.0001751578,0.8106275],"genre_scores_gemma":[0.5039229,0.00002801396,0.0002248812,0.0001221143,0.00139987,0.00001052899,0.00003325311,0.00001973888,0.4942387],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.975049,"threshold_uncertainty_score":0.9995955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0571281150844993,"score_gpt":0.2923330685579578,"score_spread":0.2352049534734585,"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."}}