{"id":"W2563397913","doi":"10.1057/978-1-137-49616-4_11","title":"Creating and Exploring Spoken Corpora of Health Communication for Second-Language Training Purposes","year":2016,"lang":"en","type":"book-chapter","venue":"Palgrave Macmillan UK eBooks","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Feeling; French; Linguistics; Empathy; Spoken language; Sympathy; Computer science; Psychology; Natural language processing; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004764172,0.0006312504,0.0004392519,0.003278022,0.00206637,0.003156119,0.001287871,0.0009602788,0.01384599],"category_scores_gemma":[0.0159601,0.0003699379,0.0003344338,0.003298222,0.002033267,0.00349607,0.003425597,0.001396162,0.002607978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001409275,"about_ca_system_score_gemma":0.00213464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002467707,"about_ca_topic_score_gemma":0.004452688,"domain_scores_codex":[0.9960431,0.002504631,0.0002423164,0.0004974853,0.0005977894,0.0001146731],"domain_scores_gemma":[0.9744385,0.02092675,0.0006934714,0.001945696,0.001711977,0.0002835416],"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":[0.0004778831,0.0006273214,0.006460966,0.006219735,0.00008016377,0.003530768,0.1942122,0.006359834,0.04669775,0.05570228,0.05734663,0.6222845],"study_design_scores_gemma":[0.0001985638,0.0005865431,0.04286825,0.002887006,0.00008841418,0.004213797,0.08696242,0.01006123,0.02892028,0.02252264,0.800418,0.0002728978],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.484166,0.00803916,0.2697489,0.00412775,0.001868084,0.004632337,0.03824209,0.002303508,0.1868723],"genre_scores_gemma":[0.5341715,0.003924871,0.3511784,0.000900854,0.000608361,0.008226282,0.05760982,0.002035829,0.04134402],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01384599,"threshold_uncertainty_score":0.04631943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1691596418073058,"score_gpt":0.3898524081987683,"score_spread":0.2206927663914625,"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."}}