{"id":"W4411588610","doi":"10.1080/20551940.2025.2518869","title":"Fixing a standard doesn’t guarantee that anyone will play in tune","year":2025,"lang":"en","type":"article","venue":"Sound Studies","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Internet privacy; Computer security; Computer science; Business; Law and economics; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02918619,0.001387141,0.001185595,0.001331158,0.008368356,0.01413186,0.002720151,0.01081228,0.02471602],"category_scores_gemma":[0.1051015,0.0006910342,0.0009604178,0.0008173072,0.02448268,0.02283352,0.008431754,0.02706908,0.02185622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003833966,"about_ca_system_score_gemma":0.00532721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003855146,"about_ca_topic_score_gemma":0.004295285,"domain_scores_codex":[0.9790114,0.006393298,0.0009936638,0.003122947,0.008728891,0.001749907],"domain_scores_gemma":[0.9547445,0.01880239,0.002413601,0.006321323,0.01240538,0.005312833],"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":[0.00006506672,0.00006329885,0.000590141,0.0001637127,0.0000448548,0.0001313822,0.002559586,0.0001598515,0.0007877816,0.5027392,0.4554783,0.03721683],"study_design_scores_gemma":[0.00001594334,0.00005354591,0.0002617177,0.000327281,0.00001321609,0.0001301596,0.002250012,0.0001515757,0.0005987083,0.1433923,0.8527287,0.00007675958],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002316964,0.01015982,0.02092029,0.785441,0.0560134,0.00005101577,0.0001074019,0.0006714539,0.1243187],"genre_scores_gemma":[0.1094348,0.01122993,0.02786568,0.6212643,0.02071889,0.0003083169,0.0002371196,0.002548971,0.206392],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02918619,"threshold_uncertainty_score":0.1543531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02349603261436503,"score_gpt":0.3285734961657943,"score_spread":0.3050774635514293,"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."}}