{"id":"W4211160532","doi":"10.1075/chlel.xxviii","title":"Or Words to That Effect","year":2016,"lang":"en","type":"book","venue":"A comparative history of literatures in European languages","topic":"Media, Communication, and Education","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Natural language processing; Linguistics; Philosophy","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":[],"category_scores_codex":[0.001566193,0.0003203926,0.0005883793,0.0004574024,0.0001299032,0.00004587951,0.00102471,0.00016777,0.0009838981],"category_scores_gemma":[0.0003076213,0.0002390986,0.0001249036,0.0001464674,0.0005566095,0.0001821109,0.0001057729,0.0004369295,0.000245671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001543398,"about_ca_system_score_gemma":0.0009105933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001139877,"about_ca_topic_score_gemma":0.001609417,"domain_scores_codex":[0.9959775,0.002442333,0.0004036475,0.0004062061,0.0004686037,0.0003017547],"domain_scores_gemma":[0.9976323,0.0009339139,0.00038195,0.0007395141,0.0001386524,0.0001736241],"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":[0.0001131811,0.00004182115,0.000119248,0.00008726501,0.00002611449,0.00001902487,0.4495234,6.843851e-7,0.00004706709,0.002676759,0.5420843,0.005261092],"study_design_scores_gemma":[0.0002126122,0.0001142905,0.0007760894,0.001091985,0.00002073973,9.545715e-7,0.002325937,1.969883e-7,0.00001902987,0.0001230242,0.995021,0.00029416],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0013138,0.02603538,0.00001752659,0.0001581937,0.001976483,0.0005455747,0.0000393933,0.00006940748,0.9698442],"genre_scores_gemma":[0.03852002,0.0004236441,0.0004317114,0.0002940922,0.001281603,0.00002848372,0.000110667,0.00004562976,0.9588642],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4529367,"threshold_uncertainty_score":0.9999293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06263785985345391,"score_gpt":0.3673454157777821,"score_spread":0.3047075559243282,"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."}}