{"id":"W4255969124","doi":"10.16995/ijwwe.4.4","title":"Reviews","year":2017,"lang":"en","type":"article","venue":"International journal of Welsh writing in English","topic":"Historical Studies of British Isles","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Welsh; Identity (music); Politics; Poetry; Connection (principal bundle); Classics; Art; History; Literature; Political science; Law; Archaeology; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0006867478,0.00007800286,0.0002325128,0.0001038119,0.0002342824,0.0004890907,0.0008691219,0.00002324658,0.0004493487],"category_scores_gemma":[0.003114813,0.00007308466,0.0001325625,0.00000674362,0.0001640054,0.0006357015,0.0001057144,0.0002400121,0.00002317042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00014177,"about_ca_system_score_gemma":0.00001683642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002252379,"about_ca_topic_score_gemma":0.0007328973,"domain_scores_codex":[0.998801,0.00003176223,0.0006165474,0.0000844608,0.0003391123,0.0001271353],"domain_scores_gemma":[0.9983069,0.00008959038,0.0006444164,0.0001183795,0.000798073,0.00004262815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001129459,0.0005202718,0.03074526,0.00006861131,0.0002952786,0.001466613,0.05780233,0.0000269196,0.00004236267,0.1104582,0.280514,0.5179472],"study_design_scores_gemma":[0.0004694194,0.00002945778,0.004322193,0.0004393446,0.000006375118,0.00001741623,0.001126822,0.000004566964,0.000008979344,0.0009080038,0.9925803,0.00008711279],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1568433,0.005783663,0.00003215492,0.004315744,0.01884449,0.0001247613,0.00002218451,0.00003236044,0.8140013],"genre_scores_gemma":[0.9889965,0.001089247,0.0002690613,0.0002176135,0.008183883,0.000002742759,8.465925e-7,0.000009898815,0.001230214],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8321532,"threshold_uncertainty_score":0.4920053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04726742452466529,"score_gpt":0.2918133137995604,"score_spread":0.2445458892748951,"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."}}