{"id":"W2010887480","doi":"10.1515/flin.2005.39.1-2.1","title":"Introduction: Approaches to Genre","year":2005,"lang":"en","type":"article","venue":"Folia Linguistica","topic":"Linguistic research and analysis","field":"Arts and Humanities","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Panel discussion; Publication; Order (exchange); Pragmatics; Library science; Media studies; Sociology; History; Political science; Linguistics; Philosophy; Law; Computer science; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002256228,0.0001379441,0.0001866018,0.0001443268,0.0003311175,0.0002671052,0.0002252085,0.00002916421,0.01003226],"category_scores_gemma":[0.001718946,0.0001154122,0.00009761368,0.00007720247,0.0001222248,0.0000362208,0.00006603872,0.0001458141,0.003992272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004469159,"about_ca_system_score_gemma":0.00004187495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001115323,"about_ca_topic_score_gemma":0.0002582275,"domain_scores_codex":[0.998745,0.00003010477,0.0002394757,0.0003231988,0.0002929962,0.0003691946],"domain_scores_gemma":[0.9991295,0.00005155238,0.0000354545,0.0003326543,0.0002184985,0.0002323696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002248744,0.00009635154,0.00002346748,0.0000163009,0.00006431056,0.000008959014,0.009106794,0.00003538981,0.000005906933,0.8526212,0.1296958,0.008303079],"study_design_scores_gemma":[0.000100358,0.00008042751,0.00001825386,0.000006094756,0.00003802696,0.000001515784,0.0005349718,0.0007691702,0.00009473314,0.005863621,0.9923304,0.0001624687],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006769366,0.0003114439,0.001079005,0.0248533,0.002052761,0.0003078282,0.00006569082,0.0002847536,0.9642758],"genre_scores_gemma":[0.84544,0.000005107913,0.003051846,0.0004388666,0.07091856,0.00002805217,0.00002987526,0.0000219658,0.08006576],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8842101,"threshold_uncertainty_score":0.9967833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1589616558267697,"score_gpt":0.2663781880754145,"score_spread":0.1074165322486448,"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."}}