{"id":"W639870154","doi":"","title":"Proceedings of the 4th World Congress of African Linguistics New Brunswick 2003","year":2004,"lang":"en","type":"book","venue":"R. Köppe eBooks","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Political science; Applied linguistics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001526805,0.0006435034,0.0006910784,0.001557986,0.002154754,0.004269718,0.001033544,0.001000225,0.196458],"category_scores_gemma":[0.00203088,0.0003716906,0.0003147697,0.002724617,0.001172709,0.003807879,0.001902224,0.001817401,0.05663981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003414644,"about_ca_system_score_gemma":0.006518796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0744995,"about_ca_topic_score_gemma":0.2591116,"domain_scores_codex":[0.999712,0.0000631919,0.00002269547,0.0000640006,0.00007863968,0.00005938328],"domain_scores_gemma":[0.9991546,0.0001880654,0.00003625288,0.0001144706,0.0003374387,0.00016921],"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":[0.0000907029,0.00003583059,0.0004092772,0.0002560791,0.000007546787,0.000154137,0.0006391202,0.0001190503,0.001096133,0.0140878,0.8062239,0.1768805],"study_design_scores_gemma":[0.000002866097,0.000002622017,0.0003666221,0.000123448,0.000003050243,0.00003372767,0.0002607457,0.00003449892,0.0001590311,0.001607303,0.9974014,0.000004857764],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006039046,0.08660813,0.01211054,0.04962804,0.0339952,0.0003298222,0.005141422,0.0009319404,0.8052159],"genre_scores_gemma":[0.007114261,0.02433963,0.004044,0.0013675,0.0007722995,0.0001203257,0.002095657,0.0003083329,0.959838],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.196458,"threshold_uncertainty_score":0.6572176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01267238190085313,"score_gpt":0.2426246974870686,"score_spread":0.2299523155862155,"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."}}