{"id":"W4405352059","doi":"10.1002/yd.20513","title":"Issue Information","year":2024,"lang":"en","type":"paratext","venue":"New Directions for Student Leadership","topic":"Human auditory perception and evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Computer science; Medicine","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":[0.0001660394,0.0003079635,0.0002539951,0.0004878533,0.0001495602,0.0003217284,0.0001820657,0.0003550947,0.05082145],"category_scores_gemma":[0.00002069122,0.0003375461,0.0002117212,0.0002525948,0.00002297245,0.0003409506,0.00001655068,0.0004275013,0.4260539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004359187,"about_ca_system_score_gemma":0.00007900174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004590295,"about_ca_topic_score_gemma":0.00006766385,"domain_scores_codex":[0.9987496,0.0000228003,0.0003924952,0.0002006882,0.0003316658,0.0003028159],"domain_scores_gemma":[0.9994801,0.00004555995,0.00005018006,0.0002338142,0.00007693794,0.0001133535],"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":[0.000003381423,0.00001009233,5.824543e-7,0.0005680077,0.0001245868,8.293426e-8,0.003080527,0.006846803,0.00002759993,0.00001006357,0.9737499,0.01557834],"study_design_scores_gemma":[0.0002646797,0.00003782792,0.00006870541,0.0001627696,0.0001325573,0.000001736549,0.001851391,0.001347456,0.00005652516,0.00002185405,0.9957212,0.0003333054],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000168485,0.006309028,0.02463867,0.001894707,0.1349476,0.002269224,0.0003567339,0.002343091,0.8270725],"genre_scores_gemma":[0.001085822,0.0006417446,0.0002069531,0.0003080522,0.008140567,0.0004099748,0.001434775,0.0001040243,0.9876681],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3752325,"threshold_uncertainty_score":0.9999077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0868832887451464,"score_gpt":0.3423904656500849,"score_spread":0.2555071769049385,"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."}}