{"id":"W7018277592","doi":"","title":"Cyfnewid cod mewn llenyddiaeth n&#13;\\nofelau Cymraeg a Ffrangeg-Canadaidd: datblygu methodoleg newydd","year":2015,"lang":"cy","type":"dissertation","venue":"ORCA Online Research @Cardiff (Cardiff University)","topic":"Historical Studies of British Isles","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mantra; Theme (computing); Work (physics)","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":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.004991707,0.002195513,0.004322781,0.004040095,0.005987784,0.001262241,0.004242009,0.001783675,0.002254982],"category_scores_gemma":[0.004760296,0.002556161,0.002372802,0.002641341,0.003005525,0.00159151,0.002354677,0.006205485,0.00158915],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007788068,"about_ca_system_score_gemma":0.005659389,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08375209,"about_ca_topic_score_gemma":0.1292745,"domain_scores_codex":[0.9779897,0.005005111,0.001639156,0.003535487,0.007166454,0.004664137],"domain_scores_gemma":[0.9828454,0.002411876,0.0008760649,0.002702397,0.007548203,0.003616016],"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":[0.002556651,0.002373193,0.0003056977,0.001999768,0.007727296,0.006762687,0.02368567,0.0001041937,0.0003107646,0.01755726,0.8782646,0.05835222],"study_design_scores_gemma":[0.003775046,0.000950083,0.0007998849,0.001026979,0.001357597,0.00003328567,0.07557613,0.0001041934,0.00002134848,0.0008473846,0.9131607,0.002347342],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08138227,0.03593261,0.0001368567,0.004718747,0.009410248,0.005179276,0.02591408,0.000955813,0.8363701],"genre_scores_gemma":[0.07535157,0.0436143,0.002583883,0.0003945415,0.01673237,0.000089758,0.03181881,0.001272462,0.8281423],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05600487,"threshold_uncertainty_score":0.9999776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2261765781267064,"score_gpt":0.3839693925649516,"score_spread":0.1577928144382452,"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."}}