{"id":"W4389988120","doi":"10.7202/1108328ar","title":"A Word with an Edge","year":2023,"lang":"en","type":"article","venue":"Studies in Canadian Literature","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Word (group theory); Enhanced Data Rates for GSM Evolution; Natural language processing; Computer science; Linguistics; Artificial intelligence; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005534644,0.00006369012,0.00007668618,0.0002182884,0.0004056972,0.0001099022,0.0001342471,0.00006194018,0.00004082737],"category_scores_gemma":[0.0003657269,0.00005352112,0.00001126338,0.001409574,0.0002070082,0.0003813039,0.000005994375,0.0001831623,0.00004286368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000197093,"about_ca_system_score_gemma":0.0008711359,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1695974,"about_ca_topic_score_gemma":0.9864824,"domain_scores_codex":[0.9991292,0.0001372867,0.00006036453,0.000152222,0.0001419272,0.0003790088],"domain_scores_gemma":[0.999363,0.0002124893,0.00001999694,0.00009764414,0.0001000491,0.0002068389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001692255,0.00001240604,0.04078127,0.00003515291,0.00004213299,0.0001944984,0.8029194,0.000004450009,5.67452e-7,0.0701189,0.08264641,0.0032279],"study_design_scores_gemma":[0.00004981541,0.00001849709,0.01007275,0.00008403837,0.000003341198,0.000001109862,0.1590966,7.999208e-7,2.830505e-7,0.00233977,0.8282474,0.00008559277],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4692461,0.01592283,1.116392e-7,0.2423884,0.002767378,0.0004835395,0.00009785039,0.0001609677,0.2689328],"genre_scores_gemma":[0.9871297,0.000498578,0.0001214085,0.001668204,0.000683635,0.00003310361,0.00002697244,0.000007179684,0.009831172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8168851,"threshold_uncertainty_score":0.8359324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1111245633318293,"score_gpt":0.429234088372722,"score_spread":0.3181095250408927,"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."}}