{"id":"W2257787915","doi":"","title":"Labour Market Information for Employers and Economic Immigrants in Canada: A Country Study","year":2013,"lang":"en","type":"article","venue":"CSLS Research Reports","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Business; Order (exchange); Labour economics; Immigration policy; Service delivery framework; Profit (economics); Service (business); Economic growth; Economics; Political science; Marketing; Finance","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":[0.002401395,0.0000515526,0.0001061875,0.0001066286,0.0002545432,0.0001510937,0.00009359208,0.00003544898,0.000170206],"category_scores_gemma":[0.001266428,0.00005394518,0.00001057381,0.0001610503,0.0000921067,0.0005792354,0.00002922487,0.0001138261,0.000006122745],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001661786,"about_ca_system_score_gemma":0.006317782,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.999827,"about_ca_topic_score_gemma":0.9998988,"domain_scores_codex":[0.9985945,0.000113924,0.0002535026,0.0001357432,0.0004527447,0.0004495651],"domain_scores_gemma":[0.9992203,0.0002025238,0.00008254002,0.0001453399,0.0001540502,0.000195277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00001985275,0.00001747184,0.4129197,0.00002988525,0.0000133267,0.00007411854,0.007343875,0.000005849432,0.000002451673,0.001166335,0.5720502,0.006357001],"study_design_scores_gemma":[0.0001683712,0.00002134873,0.6772595,0.00000997693,7.682827e-7,0.000003500332,0.007483715,0.0000446507,0.000002490278,0.000729626,0.3142113,0.00006478096],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913819,0.00004483576,4.893916e-7,0.00202753,0.00009792678,0.001194742,0.00007496815,0.000004527784,0.00517306],"genre_scores_gemma":[0.9963688,0.00006196505,0.000006496926,0.0002615443,0.00006121719,0.000224794,0.000002029103,0.000004127278,0.003009026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2643398,"threshold_uncertainty_score":0.9993155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02877866125751175,"score_gpt":0.3392445606672654,"score_spread":0.3104658994097537,"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."}}