{"id":"W1468840680","doi":"10.2139/ssrn.2628313","title":"Earwitness Evidence: The Reliability of Voice Identifications","year":2015,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Reliability (semiconductor); Computer science; Speech recognition; Psychology; Reliability engineering; Engineering","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01544967,0.00009547541,0.0001707787,0.00006090934,0.001217719,0.00001273946,0.0009127711,0.0001220413,0.00003953427],"category_scores_gemma":[0.003612797,0.00006339936,0.00008635053,0.0002973108,0.0001525097,0.0001791911,0.0001300525,0.004446193,0.0001905585],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001316918,"about_ca_system_score_gemma":0.009498949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001277056,"about_ca_topic_score_gemma":0.001590076,"domain_scores_codex":[0.9949365,0.00236131,0.0007761897,0.0001475063,0.0003861798,0.001392368],"domain_scores_gemma":[0.9954197,0.001455673,0.0005884255,0.0008939235,0.001534519,0.0001077243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004534474,0.0002049711,0.2574137,0.000243741,0.000136836,4.699729e-7,0.04065849,0.000245096,0.0001805501,0.6833255,0.008631218,0.00850593],"study_design_scores_gemma":[0.0006037,0.000329594,0.01552063,0.0008672179,0.00007542656,0.0000671497,0.1917066,0.0005060857,0.00003686851,0.7773982,0.01268317,0.0002054534],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9228106,0.01127003,0.007505926,0.04772914,0.001802358,0.0008350598,0.000007507849,0.00009226616,0.007947179],"genre_scores_gemma":[0.9916726,0.002520102,0.0001041007,0.0002580083,0.0002567,0.00006663735,0.000002372009,0.0000148657,0.00510464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2418931,"threshold_uncertainty_score":0.9978506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1140500657167607,"score_gpt":0.4659964535102349,"score_spread":0.3519463877934742,"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."}}