{"id":"W7017005467","doi":"","title":"Addysgu Llenyddiaethau yng Nghymru:Effeithiau’r Pandemig ac Amrywiaeth","year":2023,"lang":"cy","type":"other","venue":"Bangor University Research Portal (Bangor University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University College of the North","funders":"","keywords":"Work (physics); Process (computing); Identification (biology); Noise (video)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006597712,0.0006941685,0.0006438025,0.0009460764,0.001899959,0.006178582,0.0006602492,0.001144678,0.8353192],"category_scores_gemma":[0.001762942,0.000369845,0.0003943878,0.0009624946,0.0007455162,0.002067549,0.002826936,0.001664616,0.7316381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001549465,"about_ca_system_score_gemma":0.002303184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008388807,"about_ca_topic_score_gemma":0.0139832,"domain_scores_codex":[0.9995078,0.00006143663,0.00001997054,0.00007576469,0.0002074897,0.0001275691],"domain_scores_gemma":[0.998662,0.0001685005,0.00005813682,0.0001437903,0.0003535658,0.0006140902],"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":[0.0001175048,0.00005585308,0.0004554392,0.0002218287,0.000005051902,0.0001140183,0.0002403166,0.00004741962,0.000479029,0.006619606,0.8787797,0.1128641],"study_design_scores_gemma":[0.000008440276,0.00001268419,0.0007186287,0.00005513965,0.000002533859,0.00004495837,0.0002084212,0.00003781101,0.0002545006,0.000599433,0.9980505,0.000007049735],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009833209,0.000643106,0.0005185541,0.002291225,0.001024531,0.00005196622,0.002912649,0.00204864,0.989526],"genre_scores_gemma":[0.002336264,0.0002105735,0.0002427079,0.0002740303,0.00004395135,0.00002000264,0.0005501519,0.0006535041,0.9956689],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8353192,"threshold_uncertainty_score":0.2348971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08473088392821793,"score_gpt":0.3182730434367423,"score_spread":0.2335421595085244,"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."}}