{"id":"W4396924654","doi":"10.1075/sibil.67.06ros","title":"Multilingual data coding and analysis within Phon","year":2024,"lang":"en","type":"book-chapter","venue":"Studies in bilingualism","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; Coding (social sciences); Sociology; Social 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"],"consensus_categories":[],"category_scores_codex":[0.001265445,0.0005071867,0.0009139522,0.001018889,0.0001291653,0.0002343738,0.001772671,0.0003124054,0.000006814124],"category_scores_gemma":[0.0005490963,0.000424255,0.0001138171,0.0004568456,0.000388034,0.0002979953,0.005474322,0.0009285834,0.000009539333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000145448,"about_ca_system_score_gemma":0.00009974109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005950493,"about_ca_topic_score_gemma":0.0004532507,"domain_scores_codex":[0.9969203,0.00002958805,0.0006942016,0.001645668,0.0003982459,0.0003120381],"domain_scores_gemma":[0.9974939,0.0003905701,0.0002865714,0.00159276,0.0001741445,0.00006208684],"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":[0.00002281027,0.00003901896,0.00006857633,0.001793129,0.005070261,0.003039805,0.05333828,0.0000171026,0.0001200961,0.8271821,0.001949894,0.1073589],"study_design_scores_gemma":[0.0003947499,0.00009505432,0.000003565149,0.002896299,0.001794534,0.0001291756,0.0008653086,0.02925607,0.001426432,0.9395369,0.02155226,0.002049608],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.001302646,0.855783,0.01509837,0.001444858,0.006158446,0.001602339,0.0005074212,0.004726497,0.1133764],"genre_scores_gemma":[0.071036,0.01537739,0.6377792,0.0009790759,0.00139633,0.00004393566,0.0004563008,0.0002725601,0.2726592],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8404056,"threshold_uncertainty_score":0.9998209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1011983876813967,"score_gpt":0.3942980708135115,"score_spread":0.2930996831321148,"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."}}