{"id":"W4390982440","doi":"10.1111/medu.15298","title":"The writer's voice repertoire: Exploring how health researchers accomplish a distinctive ‘voice’ in their writing","year":2024,"lang":"en","type":"article","venue":"Medical Education","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Metaphor; Snowball sampling; Nonprobability sampling; Psychology; Objectivity (philosophy); Neutrality; Sociology; Linguistics; Epistemology; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001796604,0.0001228418,0.0001702112,0.0001284268,0.0006619277,0.0007743217,0.000286482,0.00002701352,0.0003225398],"category_scores_gemma":[0.002238624,0.00007593718,0.00007465157,0.0001787049,0.000452152,0.0003991633,0.0001029454,0.0004585281,0.00003838569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002347558,"about_ca_system_score_gemma":0.0007057685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001515801,"about_ca_topic_score_gemma":0.01141953,"domain_scores_codex":[0.9983208,0.0002329338,0.0002731516,0.000292661,0.0005283561,0.0003521483],"domain_scores_gemma":[0.9987612,0.0007376447,0.00005478175,0.0002434955,0.0001067486,0.00009614113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008072317,0.0001413999,0.0002584082,0.0001263826,0.0000964419,0.000009527459,0.2131254,6.035335e-7,0.000001226114,0.04618051,0.0734868,0.6665652],"study_design_scores_gemma":[0.00006758379,0.00002955275,0.0009105511,0.0007834932,0.0000120227,0.000002663851,0.3823056,0.0007677006,0.000002935521,0.001604325,0.6134014,0.000112252],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2213571,0.05799541,0.0001482492,0.6162382,0.006091296,0.0007558606,0.00002862726,0.0003670382,0.09701824],"genre_scores_gemma":[0.9909176,0.0008436986,0.00002179414,0.001376466,0.002374058,0.0003265707,0.00002893412,0.00002165004,0.004089267],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7695605,"threshold_uncertainty_score":0.7466801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1252936026500157,"score_gpt":0.3807893180656732,"score_spread":0.2554957154156575,"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."}}