{"id":"W4243112459","doi":"10.32920/ryerson.14668110.v1","title":"Discourse analysis of lesbian relationships in Canadian mainstream media","year":2021,"lang":"en","type":"preprint","venue":"","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Calgary","funders":"","keywords":"Lesbian; Newspaper; Mainstream; Representation (politics); Gender studies; Critical discourse analysis; Sociology; Sexual orientation; Mass media; Isolation (microbiology); Coming out; Discourse analysis; Face (sociological concept); Psychology; Social psychology; Media studies; Ideology; Politics; Political science; Linguistics; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004878088,0.0009211304,0.0005368935,0.01591912,0.0175829,0.009768453,0.001083894,0.00116131,0.006389701],"category_scores_gemma":[0.01331759,0.0003448746,0.0002836245,0.01577765,0.007086399,0.0022092,0.003257287,0.001617305,0.0004009729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07574423,"about_ca_system_score_gemma":0.0511591,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8940793,"about_ca_topic_score_gemma":0.9148592,"domain_scores_codex":[0.99621,0.000943344,0.0001492664,0.0004193424,0.001566712,0.0007113249],"domain_scores_gemma":[0.9862074,0.006586789,0.001007905,0.000241714,0.005176027,0.0007802102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001003047,0.00003334236,0.007150164,0.0003741266,0.000009000475,0.0006746897,0.9565205,0.00004129469,0.002540093,0.008692961,0.004308479,0.01955514],"study_design_scores_gemma":[0.00000765953,0.00002171833,0.02538109,0.0004394398,0.00002823143,0.0001449348,0.8406355,0.000178002,0.001480637,0.0006240375,0.1310137,0.0000451838],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8574886,0.006785498,0.001401229,0.007905274,0.0004113163,0.0002957931,0.002539511,0.00008382544,0.1230889],"genre_scores_gemma":[0.973803,0.004874002,0.001639845,0.0007885799,0.0001690874,0.0001975877,0.001046042,0.00007916062,0.01740265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1059207,"threshold_uncertainty_score":0.5495654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08096685981385117,"score_gpt":0.4010179750093695,"score_spread":0.3200511151955184,"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."}}