{"id":"W7140155322","doi":"","title":"Integration into Canadian Society: Immigration, Language and Sense of Belonging","year":2021,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Narrative; Storytelling; Argument (complex analysis); Negotiation; Diversity (politics); Context (archaeology); Feeling; Immigration; Sense of community","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00395133,0.00009442207,0.0002077657,0.00008314447,0.0004601201,0.0002901602,0.0001506551,0.0002640618,0.0007775973],"category_scores_gemma":[0.001143301,0.00009493961,0.00005856905,0.00028723,0.0001785368,0.0002048833,0.00002449938,0.0002991862,0.000007129514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000136138,"about_ca_system_score_gemma":0.002548302,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7184214,"about_ca_topic_score_gemma":0.9819038,"domain_scores_codex":[0.9982907,0.0007668474,0.0002027327,0.0002282613,0.0003198733,0.0001916568],"domain_scores_gemma":[0.9988366,0.0003731556,0.0001245305,0.0001087635,0.0003936111,0.0001633546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005525253,0.000006446367,0.00002813642,0.00003533791,0.000029002,0.000006155713,0.7135735,1.518387e-7,0.003087379,0.002054809,0.0002868547,0.2808867],"study_design_scores_gemma":[0.00008011109,0.00001867783,0.0003257463,0.0002664429,0.00002320993,2.762422e-7,0.9704342,0.0000427922,0.005665843,0.001654384,0.02134112,0.0001471623],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9192816,0.001488177,0.0002469264,0.002957301,0.0002257634,0.0005644535,0.00006378144,0.000001408798,0.0751706],"genre_scores_gemma":[0.5870211,0.003642175,0.2238824,0.0002067248,0.0004681989,0.00007162471,0.004527801,0.00006777278,0.1801122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3322605,"threshold_uncertainty_score":0.8514145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09432397921428866,"score_gpt":0.5211026998447087,"score_spread":0.42677872063042,"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."}}