{"id":"W2026719105","doi":"10.1177/1466138107076137","title":"Trans-scription as a social activity","year":2007,"lang":"en","type":"article","venue":"Ethnography","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University; Université de Franche-Comté; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Transcription (linguistics); Sociology; Epistemology; Philosophy; Linguistics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005322226,0.0001033981,0.00009444284,0.0002688078,0.0001883549,0.00009373927,0.0005263454,0.0001187009,0.000007621659],"category_scores_gemma":[0.00001517302,0.00009678718,0.0001192105,0.0009710421,0.00006883448,0.0005561582,0.00005486749,0.0002596875,0.000006499652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001860986,"about_ca_system_score_gemma":0.00001862501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006067415,"about_ca_topic_score_gemma":0.00002157926,"domain_scores_codex":[0.999088,0.00003424041,0.0001028719,0.0002495666,0.0002635663,0.0002617852],"domain_scores_gemma":[0.9995977,0.00003127728,0.00005629237,0.0002067291,0.00005491371,0.00005305986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000036866,0.0001097645,0.0003539289,0.00002639729,0.00002000082,0.00004118371,0.00711762,7.882581e-8,0.1148766,0.04636975,0.001674472,0.8293734],"study_design_scores_gemma":[0.001016551,0.0003313241,0.02071969,0.00006416209,0.00002546674,0.00004974793,0.0002069155,0.0004131676,0.5747823,0.3718314,0.02950857,0.001050708],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09144998,0.0005246535,0.9028509,0.001146851,0.0001925152,0.00009289885,6.675017e-7,0.001106862,0.00263472],"genre_scores_gemma":[0.8614212,0.000003538728,0.1380397,0.0004036327,0.00008239209,0.00000447356,6.853814e-7,0.000006076516,0.00003828992],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8283226,"threshold_uncertainty_score":0.3946867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02276016881529017,"score_gpt":0.3164600906755176,"score_spread":0.2936999218602274,"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."}}