{"id":"W182899353","doi":"","title":"Levels and Trends of Temporary Foreign Workers in Canada: A Sociological Analysis","year":2013,"lang":"en","type":"article","venue":"Journal of Sociological Research","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Mainstream; Demographic economics; Foreign national; Job market; Political science; Sociology; Labour economics; Economics; Law; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004715512,0.00007010292,0.0003954813,0.0003650223,0.0001701592,0.00003119,0.0002976069,0.0002014066,0.001561514],"category_scores_gemma":[0.001571677,0.00004492521,0.0001269302,0.001256627,0.0008869731,0.0001355686,0.00005830806,0.0007229338,0.000001456299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004547605,"about_ca_system_score_gemma":0.001376457,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5818722,"about_ca_topic_score_gemma":0.6291203,"domain_scores_codex":[0.996808,0.001388251,0.0005023513,0.0001281975,0.0008079883,0.000365237],"domain_scores_gemma":[0.9974315,0.001563502,0.0002050826,0.00006931151,0.0004971166,0.0002334957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002762989,0.00004909924,0.9844142,0.000003428304,0.00009053179,0.00002039775,0.001818503,0.00006814124,0.00007169518,0.006210994,0.002802659,0.004422787],"study_design_scores_gemma":[0.0002034542,0.0001351085,0.9066605,0.000009434933,0.00001119938,7.884686e-7,0.08238506,0.0004172788,0.000002237292,0.009811469,0.0003048217,0.00005863635],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878342,0.0003128324,0.00004353093,0.004615191,0.00001895898,0.00007565357,0.000005830563,0.000002442243,0.00709139],"genre_scores_gemma":[0.9987926,0.0003225197,0.0002708526,0.0000765365,0.00007259109,0.000004361767,0.000001361762,0.00000234054,0.0004567974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08056656,"threshold_uncertainty_score":0.9993512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1863652351257681,"score_gpt":0.4312127186884816,"score_spread":0.2448474835627135,"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."}}