{"id":"W4213415797","doi":"10.31468/dwr.883","title":"Embedded Genres","year":2021,"lang":"en","type":"article","venue":"Discourse and Writing/Rédactologie","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Linguistics; Computer science; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001800184,0.0002457965,0.0004006285,0.00008244195,0.0005340098,0.0004106661,0.0001652541,0.00005719816,0.003057229],"category_scores_gemma":[0.0001754268,0.0001987994,0.000162402,0.00006221813,0.0007610354,0.0002896014,0.0001962843,0.0001926527,0.00009598553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001615975,"about_ca_system_score_gemma":0.00006124907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006279685,"about_ca_topic_score_gemma":0.0007150186,"domain_scores_codex":[0.9985095,0.00007459521,0.0003089521,0.0004355952,0.0002279361,0.0004433747],"domain_scores_gemma":[0.9991199,0.0001669586,0.00009988173,0.0003491553,0.0001771101,0.00008693668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002552423,0.0004082801,0.009639831,0.0001191978,0.0008824149,0.001276139,0.04141799,0.000007785055,0.0004985227,0.8472311,0.03332321,0.06516994],"study_design_scores_gemma":[0.001095381,0.0001271926,0.003267421,0.000216082,0.0007866521,0.00008767519,0.8837976,0.0001133189,0.002680091,0.0106826,0.09587047,0.001275483],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6746157,0.01008438,0.00003557331,0.003123112,0.0004123022,0.00008721857,0.00006795437,0.000190208,0.3113835],"genre_scores_gemma":[0.9888766,0.0006132961,0.0001695122,0.0007810236,0.0008656312,0.00002192356,0.00006118449,0.0000258866,0.008584894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8423796,"threshold_uncertainty_score":0.9978541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1078679906126616,"score_gpt":0.3912341706343424,"score_spread":0.2833661800216808,"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."}}