{"id":"W4402841822","doi":"10.1017/s0047404524000575","title":"Bundled otherwise: Skills, social mobility, and raciolinguistic ideologies in the Canadian labour market","year":2024,"lang":"en","type":"article","venue":"Language in Society","topic":"Labor Movements and Unions","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Ideology; Social mobility; Occupational mobility; Sociology; Labour economics; Economic geography; Political science; Economics; Social science; Politics; Law","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001508916,0.00007864671,0.0001006976,0.00003357395,0.0003818863,0.0002002365,0.0002043732,0.0001258218,0.000463096],"category_scores_gemma":[0.0002931103,0.00005782541,0.00005462666,0.0004159463,0.0002891328,0.00006161589,0.00003433918,0.0002435554,0.000002494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002482509,"about_ca_system_score_gemma":0.0002565912,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5818011,"about_ca_topic_score_gemma":0.9649881,"domain_scores_codex":[0.9989648,0.0002224299,0.0001242521,0.0001767267,0.0001820355,0.000329687],"domain_scores_gemma":[0.9995432,0.0002782178,0.0000160791,0.00009453622,0.00002106186,0.00004689837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000002271013,0.00008423156,0.04016993,0.0000397993,0.00002691601,0.0001079968,0.7481497,0.000001927451,0.00002156352,0.1934987,0.01123027,0.006666641],"study_design_scores_gemma":[0.0002677142,0.00001105077,0.6614505,0.00004318799,0.00001217688,8.661285e-7,0.1593443,0.000074784,0.000003690753,0.01338927,0.1652105,0.0001919037],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9650823,0.001714392,0.000002587085,0.005712406,0.0002374111,0.0002558199,0.00006869853,0.00004507724,0.02688126],"genre_scores_gemma":[0.9941521,0.0001698082,0.00008762565,0.002306532,0.0002866948,0.00002439802,0.000004268659,0.000007006463,0.002961549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6212806,"threshold_uncertainty_score":0.5070577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01032131101416287,"score_gpt":0.3152183619564893,"score_spread":0.3048970509423264,"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."}}