{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001525895,0.0008528238,0.0007233832,0.003755981,0.004688836,0.009814139,0.0012649,0.002195459,0.033331],"category_scores_gemma":[0.003327975,0.0003541837,0.0008548708,0.003489609,0.007144159,0.007852159,0.002600743,0.005414943,0.01154805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004435955,"about_ca_system_score_gemma":0.00184524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004038714,"about_ca_topic_score_gemma":0.005600394,"domain_scores_codex":[0.9984322,0.000666594,0.0000855868,0.000258898,0.0004049728,0.0001517807],"domain_scores_gemma":[0.9979152,0.001127072,0.0001202675,0.000214294,0.0003134964,0.0003097288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002733827,0.00003215754,0.000475051,0.0003797587,0.00000903751,0.00005313251,0.008277092,0.000109838,0.0002561215,0.5761092,0.3523736,0.06189772],"study_design_scores_gemma":[0.000002674327,0.00001059728,0.0005212195,0.0005657077,0.000003216086,0.0001011735,0.001329078,0.00006261953,0.00003618111,0.07548296,0.9218788,0.000005791302],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.002010686,0.1258198,0.01315378,0.05559077,0.01834442,0.00006520721,0.0005999363,0.0002672434,0.7841481],"genre_scores_gemma":[0.1398128,0.1823858,0.0158949,0.03367058,0.05995978,0.0005074817,0.002350222,0.001231851,0.5641866],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.033331,"threshold_uncertainty_score":0.1115033,"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."}}