{"id":"W4402954876","doi":"10.31468/dwr.1041","title":"Beyond the word count","year":2024,"lang":"en","type":"article","venue":"Discourse and Writing/Rédactologie","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Arup Group (Canada)","funders":"","keywords":"Word (group theory); Count data; Linguistics; Mathematics; Statistics; Philosophy; Poisson distribution","routes":{"ca_aff":true,"ca_fund":false,"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":[0.005420533,0.0008767328,0.001221111,0.00953077,0.00275579,0.01170735,0.001437496,0.001133784,0.06365918],"category_scores_gemma":[0.06257997,0.0003520951,0.0004249241,0.01094004,0.003444115,0.01349359,0.003750331,0.002923838,0.04353556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001679339,"about_ca_system_score_gemma":0.002481459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001312732,"about_ca_topic_score_gemma":0.001319282,"domain_scores_codex":[0.9884927,0.00373556,0.001820839,0.00137211,0.004256557,0.0003222372],"domain_scores_gemma":[0.9559267,0.02282279,0.004205732,0.005042159,0.01055337,0.001449201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002779829,0.00004168421,0.00349321,0.002616605,0.00005345125,0.0003316065,0.009076148,0.000199695,0.002844776,0.2208002,0.3016271,0.4586375],"study_design_scores_gemma":[0.000006006769,0.0000360491,0.00167398,0.001079381,0.00001480586,0.0004941276,0.003287349,0.0003043627,0.0007036857,0.03770772,0.954665,0.00002750746],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03749171,0.04128827,0.07957909,0.05811062,0.04323284,0.0008000062,0.02631863,0.003144215,0.7100345],"genre_scores_gemma":[0.5025002,0.03955862,0.1012895,0.01767069,0.02372315,0.001578792,0.0246239,0.008589794,0.2804654],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06365918,"threshold_uncertainty_score":0.2129611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07845161246005367,"score_gpt":0.3754243856314607,"score_spread":0.2969727731714071,"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."}}