{"id":"W7053130322","doi":"","title":"TIAALS:Tools for Interactive Aural Analysis","year":2023,"lang":"en","type":"other","venue":"Huddersfield Research Portal (University of Huddersfield)","topic":"Magneto-Optical Properties and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Interdisciplinary Research in Music Media and Technology","funders":"","keywords":"Toolbox; USable; Process (computing); Software; Key (lock); Musicology; Software tool","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002895735,0.0002552071,0.0005675965,0.000934917,0.000171461,0.00005536431,0.0006000201,0.0005362545,0.3826751],"category_scores_gemma":[0.0001488374,0.0002861755,0.000489693,0.0008964986,0.0002715955,0.0001712993,0.0001594023,0.0007271591,0.0001949588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":4.82613e-7,"about_ca_system_score_gemma":0.00005602593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001340032,"about_ca_topic_score_gemma":0.004926925,"domain_scores_codex":[0.9982792,0.00005114952,0.0002200119,0.0004344718,0.0004411852,0.0005740505],"domain_scores_gemma":[0.9983209,0.0006710695,0.00008646866,0.0005662604,0.0001608882,0.0001943532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002558965,0.00003458342,0.000006557818,0.0002304531,0.00127174,0.00002672528,0.0002952586,0.0002138108,0.00004537967,0.001208913,0.9912533,0.00538766],"study_design_scores_gemma":[0.0007515564,0.000266817,0.000006004069,0.0002292827,0.0008339955,0.000002112113,0.882167,0.01518704,0.0001051895,0.000493524,0.09921075,0.0007467208],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000008050413,0.0004265788,0.01233534,0.000563992,0.0001924907,0.0007699286,0.0002010277,0.0005991564,0.9849035],"genre_scores_gemma":[0.3006439,0.002342009,0.002630952,0.00004808464,0.0003827813,0.00003495845,0.0002612225,0.0006665332,0.6929896],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8920426,"threshold_uncertainty_score":0.9999591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0875586397266194,"score_gpt":0.3126448787692493,"score_spread":0.2250862390426299,"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."}}