{"id":"W2186492224","doi":"","title":"UPDATE ON THE DNE WORD-FILE DIGITIZATION PROJECT","year":2015,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Lexicography and Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Digitization; Word (group theory); Computer science; Linguistics; World Wide Web; Natural language processing; Telecommunications; Philosophy","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":[],"category_scores_codex":[0.00073563,0.0001246094,0.0003221117,0.0003105401,0.000445268,0.00006865498,0.0004740113,0.00002984853,0.001168521],"category_scores_gemma":[0.00008731752,0.0000685804,0.0003662606,0.0003757846,0.0004266227,0.0002079121,0.00006804693,0.0001970954,0.00001465985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000750694,"about_ca_system_score_gemma":0.00008774846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002670184,"about_ca_topic_score_gemma":0.01653179,"domain_scores_codex":[0.9988747,0.0002512604,0.000239514,0.00008660219,0.0004051515,0.0001428303],"domain_scores_gemma":[0.998498,0.0002790886,0.0005521489,0.0002181572,0.0004075695,0.00004507198],"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":[0.009747941,0.001002648,0.004290712,0.00006660481,0.02813893,0.0002053149,0.5387212,0.01440781,0.00007492171,0.1237231,0.2726336,0.006987275],"study_design_scores_gemma":[0.005673146,0.001464588,0.005384679,0.0001923381,0.01452865,0.00003794799,0.3682624,0.005668419,0.00001228756,0.007631366,0.5903527,0.0007916028],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9527295,0.0002696549,0.00120064,0.002610549,0.00111553,0.0002358747,0.000275848,0.00002992448,0.04153245],"genre_scores_gemma":[0.9962384,0.0001497078,0.00002728241,0.0001035071,0.000756855,8.029798e-8,0.0000321628,0.000006341186,0.002685685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.317719,"threshold_uncertainty_score":0.9997445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02703486659951006,"score_gpt":0.2181846778030815,"score_spread":0.1911498112035714,"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."}}