{"id":"W7115029138","doi":"","title":"Debating and managing homelessness through discourse: News media representations in Montreal (1991-2019)","year":2025,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"News media; Narrative; Social media; Discourse analysis; Headline; Context (archaeology); Perspective (graphical)","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":[0.002427804,0.0003431349,0.0002272534,0.003261955,0.006318818,0.005614446,0.0009555417,0.001001584,0.003665223],"category_scores_gemma":[0.007822573,0.0002761964,0.0001513246,0.004292561,0.006184605,0.00261329,0.00302216,0.001728316,0.0001915014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02169103,"about_ca_system_score_gemma":0.009219099,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7310788,"about_ca_topic_score_gemma":0.8144224,"domain_scores_codex":[0.9989781,0.000399016,0.00003270489,0.00007442125,0.0002722077,0.0002434559],"domain_scores_gemma":[0.9958487,0.001991148,0.0009522715,0.0001201318,0.000612024,0.0004757493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007080063,0.00003034299,0.02763221,0.000141787,0.00001660812,0.0009836438,0.9466045,0.0001115413,0.0007631822,0.003442653,0.006272275,0.01393042],"study_design_scores_gemma":[0.000006444926,0.00003488862,0.06695616,0.0002631057,0.00001655249,0.0001811361,0.8619732,0.0001267735,0.0004736224,0.0002099763,0.06972578,0.00003245756],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9647753,0.003228233,0.0002098314,0.01130274,0.00018214,0.00002996651,0.0006228845,0.00002540069,0.01962367],"genre_scores_gemma":[0.9932877,0.001800171,0.00009996117,0.0004430797,0.00007290433,0.00001870362,0.0001507211,0.00001612353,0.004110587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2689212,"threshold_uncertainty_score":0.5410098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03673674457773726,"score_gpt":0.3758423512712006,"score_spread":0.3391056066934633,"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."}}