{"id":"W4404399878","doi":"10.21428/f1f23564.9b6567cd","title":"Biographies & Contacts","year":2020,"lang":"en","type":"article","venue":"IDEAH","topic":"Human auditory perception and evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Victoria","keywords":"Materials science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002981904,0.00004631513,0.0000495055,0.00003541728,0.00002251768,0.00001795044,0.00003691264,0.00002394045,0.008844506],"category_scores_gemma":[0.00001554723,0.00004762938,0.00002783118,0.00009917036,0.00001073269,0.00005323744,0.000004640374,0.00004626616,0.01557934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007700149,"about_ca_system_score_gemma":0.000002175922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.047319e-7,"about_ca_topic_score_gemma":0.00001807461,"domain_scores_codex":[0.9997311,0.000007304276,0.00006825191,0.00005445832,0.00007097469,0.0000679393],"domain_scores_gemma":[0.9998664,0.000006493469,0.00000600063,0.00005351475,0.00001166486,0.00005597972],"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":[0.000005316859,0.000005841696,0.001320279,0.00004462848,0.00002751535,0.000001476377,0.002539909,0.003328388,0.07245922,0.00008268974,0.9111357,0.009049026],"study_design_scores_gemma":[0.000240724,0.00001767939,0.03327941,0.000007244259,0.000009453609,7.32434e-7,0.00008614813,0.004072019,0.0008314903,0.0001816622,0.9611217,0.0001517146],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749466,0.0001158786,0.002791745,0.0007619819,0.0005466742,0.00007633693,0.000004668124,0.0007759887,0.01998018],"genre_scores_gemma":[0.998679,0.00003871313,0.0001871588,0.0004859487,0.0003579071,0.000003936002,0.00001077572,0.00001067292,0.0002258469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07162773,"threshold_uncertainty_score":0.9920616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05834171204884018,"score_gpt":0.2528321085307249,"score_spread":0.1944903964818847,"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."}}