{"id":"W4281570198","doi":"10.16995/labphon.6461","title":"Production and perception across three Hong Kong Cantonese consonant mergers: Community- and individual-level perspectives","year":2022,"lang":"en","type":"article","venue":"Laboratory Phonology Journal of the Association for Laboratory Phonology","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Hong Kong Polytechnic University","keywords":"Perception; Psychology; Production (economics); Variation (astronomy); Context (archaeology); Consonant; Generalizability theory; Task (project management); Developmental psychology; Geography; Speech recognition; Economics; Computer science","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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006053575,0.0003259755,0.0006866839,0.0003601706,0.002270037,0.00007328906,0.0008069575,0.0006191846,0.0001862598],"category_scores_gemma":[0.001485025,0.000292742,0.0001313329,0.0009113922,0.0008831374,0.0002921332,0.0006303421,0.0032099,0.000008939114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007636746,"about_ca_system_score_gemma":0.0005643155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001825153,"about_ca_topic_score_gemma":0.001028209,"domain_scores_codex":[0.9939112,0.003636459,0.0007899297,0.0004737068,0.0004218868,0.0007668335],"domain_scores_gemma":[0.9953474,0.0009272244,0.001565533,0.0005892875,0.001421089,0.0001494392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001967767,0.001290679,0.6367354,0.00007065095,0.003373655,0.00003347185,0.194667,0.0001128462,0.1300894,0.002530792,0.02672567,0.002402747],"study_design_scores_gemma":[0.002769327,0.001024055,0.9075178,0.00001710285,0.0002329647,0.000186539,0.07492349,0.00001496302,0.001167089,0.002412003,0.009375355,0.0003593508],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983907,0.003982623,0.0000337164,0.005891452,0.004112473,0.0005612528,0.001431836,0.00003893482,0.00004071468],"genre_scores_gemma":[0.9980064,0.0003040539,0.0001982102,0.0006566152,0.000296559,0.0001488452,0.00001788854,0.00005381051,0.0003175883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2707824,"threshold_uncertainty_score":0.9999525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05522899343616361,"score_gpt":0.3323088864168575,"score_spread":0.2770798929806939,"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."}}