{"id":"W2116260289","doi":"10.1017/s0047404508080366","title":"<scp>Anne O'Keeffe</scp>, <i>Investigating media discourse</i>","year":2008,"lang":"en","type":"article","venue":"Language in Society","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Polysemy; Newspaper; Focus (optics); Sociology; Linguistics; Discourse analysis; Media studies; Philosophy; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006866041,0.0001009184,0.0001661905,0.00001274893,0.0006575802,0.00002260884,0.0003651961,0.0001083849,0.00003688945],"category_scores_gemma":[0.001057434,0.0000957646,0.0001100887,0.0003800165,0.0006666639,0.0001367859,0.0001097232,0.0002701193,0.00003012002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008987656,"about_ca_system_score_gemma":0.00009615215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003065706,"about_ca_topic_score_gemma":0.003170192,"domain_scores_codex":[0.9986989,0.000181322,0.0001897061,0.0001762117,0.0003786625,0.0003752113],"domain_scores_gemma":[0.9986537,0.00083343,0.00008870511,0.0002729644,0.00003834474,0.0001128582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[3.06017e-7,0.00004919012,0.03376751,0.00001071052,0.00001544196,0.00001055888,0.919362,0.000005411928,0.0004318602,0.003352887,0.03976406,0.003230081],"study_design_scores_gemma":[0.0005429997,0.00001627416,0.02404349,0.00007446463,0.00001546583,0.000002621409,0.8960708,0.0001837902,0.0003562604,0.0008389419,0.07771321,0.0001417036],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9440823,0.004282429,0.00002522239,0.001711853,0.0002529926,0.0001613648,0.000005496019,0.00009727084,0.04938113],"genre_scores_gemma":[0.9908248,0.002692885,0.002790775,0.001185589,0.000564547,0.00004378536,0.00001802332,0.00001384884,0.001865712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04751541,"threshold_uncertainty_score":0.5057642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03156018081035047,"score_gpt":0.3171096195660658,"score_spread":0.2855494387557154,"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."}}