{"id":"W7015443829","doi":"","title":"Teaching Literatures during the Global Pandemic: Impacts on Secondary Schools in Wales","year":2023,"lang":"en","type":"book","venue":"Bangor University Research Portal (Bangor University)","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University College of the North","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Liquation; Diafiltration; Emperipolesis; Triacetin; Durvalumab","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009201457,0.0004840189,0.0004821895,0.001965687,0.001959617,0.0004742294,0.001405368,0.0004327371,0.001174978],"category_scores_gemma":[0.00017945,0.0004526204,0.0003396808,0.0005063131,0.000684984,0.001079754,0.0005569822,0.003886823,0.000489801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002181928,"about_ca_system_score_gemma":0.002050602,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00417583,"about_ca_topic_score_gemma":0.02409735,"domain_scores_codex":[0.9961882,0.0006529224,0.0002802655,0.0008289056,0.0009788334,0.001070919],"domain_scores_gemma":[0.9977766,0.0005236405,0.0002156755,0.0007140657,0.0003614625,0.0004085855],"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":[0.00113177,0.0004837682,0.008288914,0.001055017,0.0006229294,0.007661583,0.2023423,0.00001070837,0.00001272772,0.3330102,0.4417218,0.003658348],"study_design_scores_gemma":[0.0009176207,0.0001514936,0.004442647,0.0007743683,0.00005948286,0.00001545681,0.1153702,0.000004994811,0.000002618594,0.001770065,0.875971,0.0005200557],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3287276,0.000241235,3.596934e-7,0.0007520912,0.0008739489,0.0008020343,0.001379765,0.0002830849,0.6669399],"genre_scores_gemma":[0.1177947,0.0002736733,0.000005342195,0.00009032901,0.001488301,9.813989e-7,0.0006418095,0.00005380085,0.8796511],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4342492,"threshold_uncertainty_score":0.9997926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05213057673037587,"score_gpt":0.2916272001498887,"score_spread":0.2394966234195128,"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."}}