{"id":"W1468241035","doi":"10.26686/lew.v0i0.1662","title":"Summary of Panel Discussion on Skills and Social Mobility","year":2008,"lang":"en","type":"article","venue":"Labour Employment and Work in New Zealand","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Panel discussion; Social mobility; Psychology; Applied psychology; Sociology; Business; Advertising; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002481034,0.00007832222,0.0001493947,0.00003578233,0.0002587495,0.00001847258,0.00006011821,0.00009045268,0.00003723552],"category_scores_gemma":[0.00002646344,0.00005701226,0.00002885301,0.0001820514,0.000227799,0.00006366945,0.00002635128,0.00009629765,0.000001578476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003503474,"about_ca_system_score_gemma":0.000100093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00148146,"about_ca_topic_score_gemma":0.001062918,"domain_scores_codex":[0.9992294,0.00009368191,0.0001569586,0.0001560132,0.0001884128,0.0001754972],"domain_scores_gemma":[0.9996971,0.00007715274,0.0000545126,0.0000621045,0.00001747177,0.00009165346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000277042,0.0001886907,0.91192,0.000006560768,0.000004957435,0.000001028186,0.07860967,0.000001112233,0.000004745918,0.002931736,0.00270282,0.003601038],"study_design_scores_gemma":[0.0004498571,0.00003364997,0.9743577,0.0000346984,0.000003990303,2.131484e-7,0.001752447,0.000001158469,0.000004183017,0.001724013,0.021548,0.00009011495],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934483,0.00006708249,0.000001640315,0.005556129,0.0001363798,0.000158992,0.000007357548,0.00001499616,0.0006090993],"genre_scores_gemma":[0.9595208,0.0006085114,0.00006143194,0.0002057749,0.0001125593,0.000003509967,0.000007692108,0.00000538911,0.03947436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07685722,"threshold_uncertainty_score":0.2324892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02748994933906543,"score_gpt":0.2952248284141964,"score_spread":0.267734879075131,"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."}}