{"id":"W7045103888","doi":"","title":"Acoustic Variation in Speech: Contrasting Initial and Later Stages of Conversations Showing Opinion Convergence and Divergence","year":2023,"lang":"en","type":"article","venue":"Canadian acoustics","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Divergence (linguistics); Conversation; Convergence (economics); Variation (astronomy); Accommodation; Vowel; Relation (database); Public opinion","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.001403183,0.0002901592,0.0003644733,0.001154111,0.0004805132,0.001365955,0.0002876787,0.0006093712,0.002582881],"category_scores_gemma":[0.01001544,0.0002128772,0.0002439698,0.0006945096,0.0008231665,0.0007078214,0.001370055,0.0006001401,0.0008349987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002266037,"about_ca_system_score_gemma":0.000140938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001026654,"about_ca_topic_score_gemma":0.001974248,"domain_scores_codex":[0.9988359,0.0004063527,0.000079823,0.0002371742,0.0003461713,0.00009466007],"domain_scores_gemma":[0.9952202,0.003420128,0.0004382394,0.0001625891,0.0005722707,0.0001865001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003574364,0.0002183396,0.1577099,0.002057105,0.0003194671,0.002440273,0.2102323,0.0006294374,0.4803371,0.002423438,0.004545692,0.1355128],"study_design_scores_gemma":[0.00003833089,0.0004197015,0.9553766,0.0001821554,0.0001085174,0.001051227,0.02222377,0.001302734,0.01140901,0.0009123097,0.006866307,0.000109308],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875035,0.0004701348,0.00409346,0.0001258136,0.00006715857,0.0001080804,0.0006060971,0.00007443097,0.006951291],"genre_scores_gemma":[0.9929623,0.0002822774,0.004399132,0.0001185654,0.00006797954,0.0001963713,0.0006050128,0.0000761589,0.00129223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002582881,"threshold_uncertainty_score":0.008640587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05813944268473056,"score_gpt":0.3341674604366518,"score_spread":0.2760280177519213,"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."}}