{"id":"W4388709372","doi":"10.53103/cjess.v3i5.181","title":"The Auditory Academic Transforming the Soundscape of Scholarship","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Educational and Social Studies","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Soundscape; Scholarship; Consonance and dissonance; Active listening; Misconduct; Psychology; Key (lock); Discipline; Sociology; Irrational number; Sound (geography); Communication; Political science; Acoustics; Social science; Computer science; Law","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001963119,0.00004152492,0.00008081472,0.00005836357,0.003937825,0.00004902071,0.0001764187,0.00003367846,0.00004885452],"category_scores_gemma":[0.0008221508,0.00002595694,0.00005031948,0.0002253253,0.0006042551,0.0001529161,0.000006029376,0.0002355648,0.000005442657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001069037,"about_ca_system_score_gemma":0.002362681,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001347798,"about_ca_topic_score_gemma":0.01968038,"domain_scores_codex":[0.9992163,0.0001658697,0.0001997251,0.0000406358,0.0002092367,0.0001682913],"domain_scores_gemma":[0.9983064,0.001134874,0.0001458335,0.00002592362,0.0002883924,0.00009857452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006552879,0.000009095973,0.02914596,0.00001811531,0.0002510307,7.393219e-7,0.4409006,0.000005132371,0.00001288922,0.3044781,0.2096827,0.01548917],"study_design_scores_gemma":[0.00004126093,0.000007664694,0.1136772,0.00001243468,0.00002185459,8.80817e-7,0.2272712,9.04854e-8,0.000001144342,0.02439151,0.6345417,0.00003306953],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6628057,0.008837436,5.910914e-7,0.3227904,0.002729252,0.00007508309,0.000004631434,0.000001979092,0.002754968],"genre_scores_gemma":[0.9915232,0.003582366,0.000004551141,0.0002284401,0.001827343,0.000006585714,5.22105e-7,0.000002994948,0.002824006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.424859,"threshold_uncertainty_score":0.9982079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1456319907342136,"score_gpt":0.4101258804317436,"score_spread":0.26449388969753,"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."}}