{"id":"W7038173355","doi":"","title":"Gender-based violence (GBV) against immigrant women living in Canada : blending big data and critical discourse approaches to news media representations","year":2022,"lang":"en","type":"article","venue":"Saint Mary's University Institutional Repository (Saint Mary's University)","topic":"Botany and Plant Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Immigration; Big data; Critical discourse analysis; News media; Social media; Discourse analysis","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":[0.01024388,0.000521871,0.000509382,0.005151069,0.02623068,0.01706349,0.002997735,0.00264508,0.003988367],"category_scores_gemma":[0.03797357,0.0005035117,0.000320719,0.01143146,0.0127724,0.005135897,0.008118383,0.005228814,0.0002812658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08565547,"about_ca_system_score_gemma":0.1454039,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9821005,"about_ca_topic_score_gemma":0.9880283,"domain_scores_codex":[0.9945593,0.001881021,0.0001795444,0.000380427,0.00143803,0.001561697],"domain_scores_gemma":[0.95863,0.02352747,0.003619545,0.001369139,0.009446051,0.003407732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005001572,0.00004277529,0.04634104,0.0001621228,0.0000284069,0.0003044491,0.911855,0.0001183735,0.000204783,0.01164846,0.01283755,0.01640708],"study_design_scores_gemma":[0.000002609848,0.000006003597,0.02168836,0.0003191124,0.00001846587,0.00002351212,0.9567651,0.0001785276,0.0001512625,0.001296509,0.01952723,0.00002335642],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8957827,0.002398112,0.00112689,0.0446302,0.0002872848,0.0001383581,0.002313949,0.00005645746,0.0532661],"genre_scores_gemma":[0.991941,0.001139797,0.0006021746,0.002152617,0.00004683791,0.000088167,0.0003766388,0.00004490145,0.003607835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08565547,"threshold_uncertainty_score":0.6214768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06215625246002589,"score_gpt":0.1990067511101994,"score_spread":0.1368504986501736,"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."}}