{"id":"W6894347340","doi":"10.5683/sp2/b6fmub","title":"Turk Talk - Hybrid NLP example","year":2021,"lang":"en","type":"dataset","venue":"Borealis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computational linguistics; Key (lock); Deep learning; Paraphrase","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001970354,0.003187775,0.0009287224,0.002013273,0.001969802,0.001685528,0.002830479,0.003392207,0.06151355],"category_scores_gemma":[0.006306763,0.0005453213,0.001477557,0.002104423,0.0007665506,0.001812452,0.002313417,0.002197422,0.067941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001576501,"about_ca_system_score_gemma":0.00127636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02795506,"about_ca_topic_score_gemma":0.07794489,"domain_scores_codex":[0.997681,0.0007951657,0.0001843551,0.0005934869,0.0004999173,0.000246025],"domain_scores_gemma":[0.9973595,0.001122857,0.00006182783,0.0007021145,0.0005846029,0.000169098],"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":[0.0003925252,0.0001628177,0.0008881952,0.0005946799,0.00006037536,0.0003724245,0.000114572,0.001692675,0.0006152003,0.001193593,0.9788345,0.01507835],"study_design_scores_gemma":[0.001004019,0.0002592689,0.009503407,0.0003177077,0.0001039764,0.001439336,0.001328199,0.02150633,0.009084734,0.009291573,0.9459974,0.0001640316],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.009235451,0.000551977,0.006402172,0.001265207,0.0005573515,0.0003941887,0.948627,0.01220812,0.02075854],"genre_scores_gemma":[0.01479659,0.0001002999,0.01033966,0.0003597958,0.00004089834,0.000517684,0.9660133,0.0005069124,0.007324872],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.06151355,"threshold_uncertainty_score":0.2057833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0302435568923621,"score_gpt":0.270328754209631,"score_spread":0.2400851973172689,"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."}}