{"id":"W3208782348","doi":"10.32920/ryerson.14653827.v1","title":"Overview of Employment Programs Available to Newcomers in Toronto and Their Role in Breaking Down Barriers to Employment","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Immigration; Thematic analysis; Government (linguistics); Accreditation; Public relations; Business; Inclusion (mineral); Political science; Service (business); Economic growth; Sociology; Marketing; Qualitative research; Economics; Gender studies; Social science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009274349,0.0002668437,0.0002165936,0.003139284,0.003889402,0.002032001,0.0005830281,0.0003462553,0.008789389],"category_scores_gemma":[0.001482201,0.0002594102,0.0002606242,0.007049355,0.0008472989,0.000644117,0.001443732,0.0004926461,0.0003338187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02431933,"about_ca_system_score_gemma":0.05196441,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8382721,"about_ca_topic_score_gemma":0.9466016,"domain_scores_codex":[0.9992207,0.0001397506,0.00005340572,0.00004165545,0.000233348,0.000311084],"domain_scores_gemma":[0.9978131,0.0005289413,0.0002142163,0.00003933086,0.0004827481,0.0009216357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004448988,0.0003231957,0.08369248,0.01940737,0.00009449019,0.002301692,0.265318,0.001102607,0.008162871,0.009185744,0.04252032,0.5674462],"study_design_scores_gemma":[0.00001940217,0.0002177008,0.431758,0.002949973,0.00008470962,0.0003041136,0.1864454,0.0001485918,0.001022404,0.0002114238,0.3767897,0.00004843846],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7918241,0.06846081,0.0008053452,0.00798928,0.0003442606,0.0008333849,0.007277747,0.000194959,0.1222701],"genre_scores_gemma":[0.8634082,0.07994326,0.003446063,0.0008801296,0.0001118133,0.000455075,0.003579818,0.00007886839,0.04809685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1617279,"threshold_uncertainty_score":0.3253607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03685261937979308,"score_gpt":0.3313443719170984,"score_spread":0.2944917525373054,"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."}}