{"id":"W3215319883","doi":"10.32920/ryerson.14656815.v1","title":"The social construction of statelessness in Canada: a study of national media 1939-2011","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Statelessness; Stateless protocol; Newspaper; Context (archaeology); Narrative; Political science; Citizenship; Media studies; Globe; Sociology; Law; Geography; State (computer science); Linguistics; Politics; Psychology; Computer 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":[0.002796287,0.0004597722,0.000626307,0.008830566,0.02383706,0.01091937,0.001863889,0.00110516,0.004830251],"category_scores_gemma":[0.01006517,0.0005796833,0.0002892028,0.01822978,0.009886192,0.003242899,0.004983336,0.002312627,0.0003358528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1032698,"about_ca_system_score_gemma":0.1049963,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9936494,"about_ca_topic_score_gemma":0.9965717,"domain_scores_codex":[0.9976296,0.0003748551,0.00008861379,0.0002227083,0.0008583548,0.0008257182],"domain_scores_gemma":[0.9920987,0.002621289,0.0009690325,0.0002577694,0.002966793,0.001086397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004250578,0.00002977474,0.02432788,0.0001023481,0.00001293415,0.0005176003,0.9580291,0.00004160049,0.0004631005,0.002842566,0.00291403,0.0106766],"study_design_scores_gemma":[0.000003780428,0.00001372973,0.07472614,0.0001369631,0.00001655024,0.0001050435,0.883396,0.0001219605,0.0002283575,0.0001913429,0.04102075,0.00003930991],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9650663,0.001207028,0.000318492,0.004238715,0.00006670902,0.00008449643,0.001532781,0.00003062015,0.02745483],"genre_scores_gemma":[0.9909656,0.00116538,0.0002319678,0.0004560915,0.00002167685,0.00004894858,0.0005341661,0.00004004519,0.006536291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1032698,"threshold_uncertainty_score":0.7492783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02858307775101416,"score_gpt":0.3067496618528786,"score_spread":0.2781665841018645,"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."}}