{"id":"W7061378964","doi":"","title":"Poetic Reflection (PR). Voices in Pandemic Periods","year":2022,"lang":"en","type":"book-chapter","venue":"Research Portal (Queen's University Belfast)","topic":"Advanced Power Generation Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Reflection (computer programming); Poetry; Pandemic; Narrative; Coronavirus disease 2019 (COVID-19)","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003915967,0.0003522768,0.0003862594,0.001802067,0.0003650205,0.00004169843,0.0006276157,0.0005045355,0.002824271],"category_scores_gemma":[0.00005199845,0.0004612445,0.0001299418,0.0004368632,0.0002772944,0.0003890317,0.000502761,0.002598306,0.0001223102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001225639,"about_ca_system_score_gemma":0.0002148299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002318012,"about_ca_topic_score_gemma":0.0003057204,"domain_scores_codex":[0.9976406,0.00007504437,0.000285339,0.0005624783,0.000811312,0.0006252524],"domain_scores_gemma":[0.9989742,0.0001093255,0.00007876249,0.00056246,0.0001469359,0.0001283012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005987791,0.0002882964,0.005099666,0.00169016,0.001263235,0.01617889,0.003432219,0.07404858,0.00308798,0.7383572,0.1067827,0.04917229],"study_design_scores_gemma":[0.0004500928,0.0001792153,0.0002586216,0.00009542535,0.00002185233,0.00002388515,0.001351875,0.0003123304,0.0002424678,0.002986188,0.9934431,0.0006349586],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008111031,0.0004789037,0.0006243021,0.0005024234,0.0004944435,0.0009316872,0.000184072,0.001950053,0.9867231],"genre_scores_gemma":[0.2024295,0.006835764,0.0005630166,0.00001319177,0.0001418923,0.00001297064,0.0003063426,0.0001784908,0.7895188],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8866604,"threshold_uncertainty_score":0.9997839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.029356854695487,"score_gpt":0.2850608250197104,"score_spread":0.2557039703242234,"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."}}