{"id":"W2950719497","doi":"","title":"Talkin’ ‘Bout My Generation: More Educated, But Less Skilled Canadians","year":2017,"lang":"en","type":"article","venue":"e-briefs","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Numeracy; Literacy; Workforce; Demographic economics; Political science; First generation; Economic growth; Sociology; Demography; Economics; Population","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002126708,0.0001194535,0.0001514298,0.0000398596,0.002289818,0.0004411078,0.0005876985,0.0001217924,0.0007859483],"category_scores_gemma":[0.0004284442,0.0001333579,0.00007111633,0.00008482236,0.000469837,0.0003163493,0.00003424834,0.0001319185,0.0002082337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003026563,"about_ca_system_score_gemma":0.001678419,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9386167,"about_ca_topic_score_gemma":0.9544963,"domain_scores_codex":[0.9987708,0.0000465824,0.0001435218,0.0002593504,0.000282268,0.0004974304],"domain_scores_gemma":[0.9988065,0.00002395514,0.000149349,0.0005068062,0.00007683378,0.0004365247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003832834,0.00001969477,0.00139318,0.000004992303,0.00001992055,0.00006078422,0.01631944,0.000005601167,0.000104684,0.04724447,0.928217,0.00660637],"study_design_scores_gemma":[0.0002128922,0.00000726964,0.01796573,0.00001404755,0.000008728563,0.000003946762,0.0009968347,0.00001353732,0.0001790434,0.0003396957,0.9800543,0.0002040202],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5918599,0.000284456,0.00001836726,0.1838346,0.002168496,0.0003236386,0.0004373344,0.00005409445,0.2210191],"genre_scores_gemma":[0.7662773,0.00006287511,0.0000467707,0.007504001,0.003090865,0.00002092622,0.00001143065,0.00001466301,0.2229712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1763306,"threshold_uncertainty_score":0.9990091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03375609268010395,"score_gpt":0.3167360919033498,"score_spread":0.2829799992232459,"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."}}