{"id":"W2616632524","doi":"10.1093/esr/jcy045","title":"Contingent Employment and Labour Market Pathways: Bridge or Trap?","year":2018,"lang":"en","type":"article","venue":"European Sociological Review","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Department of Social Services, Australian Government; Australian Research Council; Queen's University Belfast; Australian Government","keywords":"Casual; Trap (plumbing); Bridge (graph theory); Economics; Labour economics; Demographic economics; Political science; Biology; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002831014,0.0002317975,0.0005646905,0.0000159953,0.0008416098,0.00000844943,0.0001990916,0.00006995585,0.005365461],"category_scores_gemma":[0.001167323,0.000128532,0.0001044823,0.0001010318,0.0003431107,0.00004044459,0.0004039677,0.0003851674,0.001395102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004143785,"about_ca_system_score_gemma":0.00003368366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008924326,"about_ca_topic_score_gemma":0.000008700222,"domain_scores_codex":[0.9954922,0.002780327,0.0006505347,0.00039658,0.0001618643,0.000518547],"domain_scores_gemma":[0.9986787,0.0005376405,0.0002303562,0.0002474643,0.0001435707,0.0001622727],"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":[0.0001018775,0.0001145783,0.06428725,0.002424764,0.0001202679,0.00008363323,0.002900938,1.327264e-9,0.00004827217,0.006771288,0.8250383,0.09810883],"study_design_scores_gemma":[0.0002870417,0.0002838401,0.3568227,0.001688032,0.0000335549,0.000001490319,0.0001266556,1.409294e-7,4.265102e-7,0.0001759966,0.6404492,0.0001309419],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4187608,0.1961856,0.00008796877,0.02929215,0.0009874711,0.003377029,0.0001006182,0.0006505077,0.3505579],"genre_scores_gemma":[0.495524,0.4124261,0.0002259985,0.06302936,0.001996133,0.0001569147,0.00002049654,0.00006411879,0.02655692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.324001,"threshold_uncertainty_score":0.9993824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2243295997957108,"score_gpt":0.4358963519201789,"score_spread":0.2115667521244681,"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."}}