{"id":"W3124696693","doi":"","title":"Contingent Employment and Labour Market Pathways: Bridge or Trap?","year":2017,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Labor market dynamics and wage inequality","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Department of Social Services, Australian Government; Queen's University Belfast; Australian Government","keywords":"Casual; Trap (plumbing); Bridge (graph theory); Labour economics; Economics; Longitudinal data; Demographic economics; Sociology; Political science; Engineering; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001484056,0.0001491095,0.0003137447,0.001322365,0.001087495,0.002750125,0.0005464056,0.0007910271,0.01030133],"category_scores_gemma":[0.007070287,0.000225804,0.0002908505,0.002093989,0.003764832,0.005637716,0.004366043,0.001689167,0.0004167642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008854344,"about_ca_system_score_gemma":0.001323407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003885056,"about_ca_topic_score_gemma":0.004863984,"domain_scores_codex":[0.9992201,0.0002717229,0.00003924744,0.0001154064,0.0001131266,0.000240397],"domain_scores_gemma":[0.9966889,0.001185738,0.001034454,0.0002128682,0.0001563192,0.0007217394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0004133045,0.0001661164,0.2968,0.0003928466,0.00008358517,0.0007726005,0.01864351,0.003222723,0.0005484993,0.5780833,0.002124881,0.09874862],"study_design_scores_gemma":[0.0000466054,0.0002408769,0.3111108,0.0007421552,0.00004110909,0.001040671,0.04467037,0.006111979,0.0002584177,0.6160164,0.01965468,0.00006599871],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.942741,0.004129069,0.01020686,0.01304221,0.00006653131,0.0000625714,0.0006591137,0.00004081988,0.02905182],"genre_scores_gemma":[0.9976529,0.000781232,0.0005843476,0.0001457182,0.00001562088,0.00002052316,0.00007113779,0.00000692425,0.000721539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01030133,"threshold_uncertainty_score":0.03446138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.061132803828568,"score_gpt":0.2789097169597464,"score_spread":0.2177769131311784,"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."}}