{"id":"W2909922585","doi":"10.1525/aft.2013.40.6.23","title":"Review: My Name is Legion, For we are Many","year":2013,"lang":"en","type":"article","venue":"Afterimage","topic":"Utopian, Dystopian, and Speculative Fiction","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Icon; Citation; Download; Computer science; Library science; World Wide Web","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006295186,0.0001504446,0.0002125454,0.00004024929,0.0002087078,0.0001543129,0.0001119573,0.0000338612,0.01204771],"category_scores_gemma":[0.0000139213,0.0001251403,0.0001428804,0.00001866451,0.00009770902,0.0004040371,0.00002445434,0.00006530272,0.001300229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002869362,"about_ca_system_score_gemma":0.000008850254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001276219,"about_ca_topic_score_gemma":0.0000686415,"domain_scores_codex":[0.999221,0.00002369621,0.0002213663,0.0002246806,0.00009381606,0.0002154765],"domain_scores_gemma":[0.9994069,0.00002023979,0.0001012208,0.0002420086,0.0001749556,0.00005463262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000865503,0.00005094581,0.0001089205,0.0008043365,0.00003050774,0.000002648893,0.005880038,3.624626e-8,0.0001980292,0.4406474,0.5476926,0.004575839],"study_design_scores_gemma":[0.0001914514,0.00005404775,0.001126367,0.0004156977,0.00002560835,0.000001813431,0.0001736612,0.00003215571,0.00008714864,0.002212672,0.9955048,0.0001745804],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2985927,0.02762136,0.004799734,0.07407304,0.006279936,0.008500326,0.0008447095,0.001049628,0.5782385],"genre_scores_gemma":[0.02143794,0.00355948,0.0003390967,0.01211351,0.001338827,0.0004250284,0.00004559805,0.00004092813,0.9606996],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4478122,"threshold_uncertainty_score":0.9994774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03457947824847065,"score_gpt":0.2468081440510638,"score_spread":0.2122286658025931,"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."}}