{"id":"W4307045971","doi":"10.12688/f1000research.125098.1","title":"A critical discourse analysis of the Quebec media’s portrayal of older adults in residences and long-term care homes pre- and peri-COVID-19","year":2022,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Pandemic; Residence; Coronavirus disease 2019 (COVID-19); Gerontology; Demography; Medicine; Sociology; Disease","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":[0.006195412,0.0005381241,0.0004449505,0.00639266,0.01240538,0.007976867,0.001046489,0.001598361,0.006773593],"category_scores_gemma":[0.01796448,0.0002290134,0.0003920171,0.007063738,0.005934275,0.003169718,0.001956543,0.001657813,0.0003187757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06049286,"about_ca_system_score_gemma":0.02648259,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8894498,"about_ca_topic_score_gemma":0.9147074,"domain_scores_codex":[0.9970419,0.001469002,0.0001153931,0.0002181976,0.0006781157,0.0004774212],"domain_scores_gemma":[0.9668787,0.02116857,0.002224533,0.0004306483,0.008166242,0.001131433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001615414,0.00005683054,0.02056537,0.0005811145,0.00002366256,0.001290842,0.9430546,0.00007622004,0.0008501302,0.004987678,0.01559304,0.01275905],"study_design_scores_gemma":[0.00001147763,0.00002443874,0.03245603,0.00112948,0.00002915293,0.00008726438,0.890357,0.0001968873,0.0003474772,0.0002702475,0.07505063,0.00003992569],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8901759,0.004375157,0.0006745968,0.02290392,0.0004046589,0.0002780095,0.004648343,0.0000497407,0.07648972],"genre_scores_gemma":[0.9831966,0.002343907,0.0005091301,0.002247397,0.0001501903,0.0002008006,0.001025486,0.00003625507,0.01029031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1105502,"threshold_uncertainty_score":0.4389085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04704484403785282,"score_gpt":0.4671769213280088,"score_spread":0.4201320772901559,"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."}}