{"id":"W1441629589","doi":"10.26686/lew.v0i0.1671","title":"Work Arrangements in New Zealand: First Results from the Survey of Working Life","year":2008,"lang":"en","type":"article","venue":"Labour Employment and Work in New Zealand","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Casual; Diversity (politics); Quarter (Canadian coin); Work (physics); Demographic economics; Job satisfaction; Survey data collection; Labour economics; Business; Psychology; Sociology; Engineering; Geography; Political science; Economics; Social psychology; Mathematics","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":[0.001191639,0.0001395262,0.0002793886,0.00008316735,0.0002159344,0.00007161749,0.0002597297,0.0001109084,0.00008953558],"category_scores_gemma":[0.0003216956,0.0001082534,0.00003177445,0.001100671,0.00009099259,0.00007920901,0.00004574911,0.0001640052,0.00001359367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005237511,"about_ca_system_score_gemma":0.0004651299,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4944793,"about_ca_topic_score_gemma":0.3409047,"domain_scores_codex":[0.9981724,0.000371825,0.0005093198,0.0002581119,0.0003274354,0.0003609305],"domain_scores_gemma":[0.9984078,0.0009067359,0.0002095738,0.0002297375,0.00003108958,0.0002150671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001492519,0.00003287435,0.8166395,0.000001036404,0.00001271241,0.000001804621,0.07632045,0.000009942338,2.375806e-7,0.00009359422,0.1058524,0.0008861681],"study_design_scores_gemma":[0.001072756,0.00001082212,0.757935,0.0002222805,0.000003031186,1.124324e-7,0.0006119648,1.337171e-7,0.000001062614,0.0001797417,0.2398698,0.00009325629],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845007,0.0008916709,9.581918e-7,0.01314835,0.0004373124,0.0003081755,0.00002066016,0.00001590285,0.0006762324],"genre_scores_gemma":[0.9582424,0.001277358,0.00005344389,0.0003974919,0.0007920758,0.000006459926,0.00002782513,0.00001218179,0.03919083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1535747,"threshold_uncertainty_score":0.6711221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09250424899067819,"score_gpt":0.3157260907716927,"score_spread":0.2232218417810145,"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."}}