{"id":"W7135283716","doi":"","title":"25 years of NAPD","year":2023,"lang":"en","type":"other","venue":"Cork Open Research Archive (University College Cork, Ireland)","topic":"Education, Technology, and Ethics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Irish; Quarter (Canadian coin); State (computer science); Foundation (evidence); Foundation Stage","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001364053,0.0002224565,0.0004328962,0.0007247192,0.0003988185,0.00003157425,0.00318619,0.0004698164,0.006458658],"category_scores_gemma":[0.0003431035,0.0002702689,0.0001121632,0.001886715,0.002249317,0.0001520102,0.003881907,0.001270993,0.00286745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003466756,"about_ca_system_score_gemma":0.0003183366,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01439395,"about_ca_topic_score_gemma":0.05155681,"domain_scores_codex":[0.9970372,0.0005409386,0.0001724842,0.0007568867,0.0008301958,0.000662288],"domain_scores_gemma":[0.9975849,0.0009247116,0.0001851477,0.0009962863,0.00004343417,0.0002655669],"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":[0.00008437021,0.0001208227,0.006210789,0.00004513958,0.00008758292,0.0001628534,0.0006760852,0.000004439037,0.00005066409,0.01140401,0.9785703,0.002582911],"study_design_scores_gemma":[0.0007023687,0.0002078587,0.02087945,0.0003433998,0.00003081285,0.00000533179,0.003869046,0.0001128428,0.000004872837,0.004186361,0.9693416,0.0003159909],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002829809,0.0001262256,0.0002636139,0.001624697,0.0004561123,0.001662283,0.001486629,0.0002728101,0.9912778],"genre_scores_gemma":[0.007688298,0.00287636,0.002081088,0.00003356653,0.00008677276,0.0000117466,0.00009112631,0.0003065341,0.9868245],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03716286,"threshold_uncertainty_score":0.999975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07205543292009155,"score_gpt":0.3327728994682415,"score_spread":0.26071746654815,"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."}}