{"id":"W7094578280","doi":"","title":"McGill, Aine","year":2024,"lang":"","type":"other","venue":"Ulster University Research Portal (Ulster University)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0020236,0.001064555,0.001809597,0.008626422,0.00136868,0.000494368,0.002944448,0.001107723,0.1931621],"category_scores_gemma":[0.00009576009,0.001509921,0.001153599,0.00358599,0.002305702,0.00133554,0.00439047,0.002168209,0.2566972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001562037,"about_ca_system_score_gemma":0.0002871796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001359389,"about_ca_topic_score_gemma":0.000802871,"domain_scores_codex":[0.9921965,0.0003005243,0.0008636328,0.003752061,0.0004844579,0.002402831],"domain_scores_gemma":[0.9958825,0.0001937953,0.0006833437,0.001855497,0.0003698726,0.001015032],"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":[0.0002148194,0.0003078413,0.0008850471,0.0004821537,0.001814205,0.005069528,0.00103985,0.00000749077,0.000004146349,0.1425955,0.847088,0.0004914509],"study_design_scores_gemma":[0.001852711,0.0002481759,0.0001168849,0.0004576809,0.0002055511,0.00002179513,0.01583868,0.0001631651,0.000006426938,0.0008192341,0.9788212,0.001448517],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000931009,0.001357423,0.0000664293,0.0006877753,0.005470972,0.001097055,0.009847579,0.0002022577,0.9803395],"genre_scores_gemma":[0.0124926,0.003979899,0.0001481622,0.00009964482,0.000439657,7.350665e-7,0.0001291537,0.0003249418,0.9823852],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1417763,"threshold_uncertainty_score":0.9999314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09162263102005544,"score_gpt":0.2491750653078849,"score_spread":0.1575524342878294,"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."}}