{"id":"W3211307013","doi":"10.32920/ryerson.14639595.v1","title":"The role of multiculturalism policy in addressing social inclusion processes in Canada","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Social Policy and Reform Studies","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Victoria Park","funders":"","keywords":"Multiculturalism; Inclusion (mineral); Political science; Context (archaeology); Ethnic group; Identity (music); Sociology; Gender studies; Public policy; Public administration; Law; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003966917,0.0001351261,0.0003137005,0.00006299285,0.001532088,0.00006246811,0.0003837982,0.0002042639,0.000004947637],"category_scores_gemma":[0.001235379,0.00008399486,0.00005624615,0.000597219,0.0003023343,0.00008660484,0.001758283,0.0003732504,1.233681e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001199885,"about_ca_system_score_gemma":0.01072269,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9993716,"about_ca_topic_score_gemma":0.999922,"domain_scores_codex":[0.9983421,0.0002514148,0.0003514056,0.0001860293,0.0004964762,0.0003725716],"domain_scores_gemma":[0.9992438,0.0002563219,0.0001992709,0.00007627695,0.0001881672,0.00003617765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000139276,0.00005308834,0.01113355,0.0002476359,0.00004064383,0.000007010453,0.9608427,0.00007768237,0.00006599721,0.008056295,0.0001450846,0.01931634],"study_design_scores_gemma":[0.0002881504,0.000003421837,0.0460904,0.0005188611,0.00001211057,1.535774e-7,0.9155291,0.00003928841,0.0005609063,0.03339847,0.003192084,0.0003670967],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9319194,0.002791054,1.603296e-7,0.02207417,0.0003422579,0.0004019937,0.00001634387,0.0000172853,0.04243734],"genre_scores_gemma":[0.9966251,0.002233928,0.00001462525,0.0001715965,0.0006550743,0.00003451164,0.000005493709,0.000006147009,0.0002535074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06470572,"threshold_uncertainty_score":0.9997678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0369696759150307,"score_gpt":0.3571076438413719,"score_spread":0.3201379679263412,"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."}}