{"id":"W2282323374","doi":"","title":"The Worker Ants","year":2012,"lang":"en","type":"article","venue":"Divergent/Convergent","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science","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":["insufficient_payload"],"category_scores_codex":[0.0007428951,0.00009745493,0.00008287851,0.00002550794,0.001119809,0.0001210412,0.0002616596,0.00005794711,0.001547356],"category_scores_gemma":[0.00005126777,0.00007363064,0.0001058394,0.0001825334,0.000157379,0.000875485,0.00004158221,0.00007646209,0.002310595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000904786,"about_ca_system_score_gemma":0.00005105579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001746361,"about_ca_topic_score_gemma":0.0002065986,"domain_scores_codex":[0.9987563,0.00008401106,0.0002068412,0.0001039568,0.00028055,0.000568299],"domain_scores_gemma":[0.9994138,0.00006868265,0.00006342609,0.0001516506,0.00004468168,0.0002577681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005242232,0.0002668124,0.4788917,0.000009793716,0.0001441565,0.00000152885,0.0259648,0.00001117903,0.00001337516,0.2776819,0.05223791,0.1647243],"study_design_scores_gemma":[0.0001171678,0.000007945024,0.03036735,0.000005905154,0.00001081894,2.407643e-7,0.002537983,0.000009371036,0.0001217409,0.0007112284,0.9659883,0.0001218968],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4782529,0.002518065,0.0004989374,0.003940106,0.01096341,0.0006027328,0.00001806516,0.0001978868,0.5030078],"genre_scores_gemma":[0.9913986,0.001017817,0.0000175959,0.0002615162,0.0003488168,0.00002338642,0.000008268199,0.000007140333,0.006916834],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9137505,"threshold_uncertainty_score":0.9993654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02513303069060379,"score_gpt":0.2688664156072548,"score_spread":0.243733384916651,"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."}}