{"id":"W2533652621","doi":"10.1075/dapsac.35.01afr","title":"Chapter 1. A framework for the study of media socio-cultural identities through their editorials","year":2010,"lang":"en","type":"book-chapter","venue":"Discourse approaches to politics, society and culture","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Sociology; Media studies","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":[0.002663502,0.0005809391,0.0003143364,0.004225899,0.003504932,0.008206537,0.001181777,0.00183694,0.02749183],"category_scores_gemma":[0.005491584,0.0003851655,0.0003155356,0.004335234,0.005191996,0.006517103,0.001508052,0.002353765,0.006698465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00293979,"about_ca_system_score_gemma":0.003669806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002138587,"about_ca_topic_score_gemma":0.00533348,"domain_scores_codex":[0.9983377,0.0009025015,0.00005799453,0.0001512017,0.0004380904,0.0001124484],"domain_scores_gemma":[0.9961868,0.002618118,0.0002583295,0.0001416208,0.0005579184,0.0002372478],"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":[0.00001114909,0.00002649566,0.0001367552,0.0001972588,0.000001840035,0.00006436882,0.00510538,0.00009260531,0.000229875,0.8776079,0.09206735,0.02445916],"study_design_scores_gemma":[0.000005534953,0.00001063181,0.0003149643,0.0004118203,0.000002177786,0.00008768382,0.002402473,0.0002010873,0.0001175991,0.1305377,0.8659001,0.000008168608],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003094923,0.0308105,0.03361529,0.0261331,0.008033599,0.0004322444,0.0007302332,0.0003284065,0.8968217],"genre_scores_gemma":[0.1436102,0.04082714,0.0682186,0.005416676,0.01411012,0.001703348,0.0008987762,0.0006524739,0.7245626],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02749183,"threshold_uncertainty_score":0.09196937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1658568662541158,"score_gpt":0.3481298740386334,"score_spread":0.1822730077845175,"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."}}