{"id":"W2224848464","doi":"10.1093/ije/dyv342","title":"What should we know about precarious employment and health in 2025? framing the agenda for the next decade of research","year":2016,"lang":"en","type":"article","venue":"International Journal of Epidemiology","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":240,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Comisión Nacional de Investigación Científica y Tecnológica","keywords":"Framing (construction); Precarious work; Inequality; Health equity; Public health; Social inequality; Health policy; Social determinants of health; Political science; Sociology; Health care; Economic growth; Work (physics); Economics; Medicine; Geography; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03798902,0.001146955,0.005147758,0.005231042,0.004427655,0.01210173,0.003269182,0.02586336,0.01475545],"category_scores_gemma":[0.05242655,0.0009691992,0.002778531,0.00446414,0.01443404,0.02851079,0.008700089,0.02379125,0.003105816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01160258,"about_ca_system_score_gemma":0.04097638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02241215,"about_ca_topic_score_gemma":0.02432717,"domain_scores_codex":[0.9885493,0.006800049,0.0008343955,0.0009781519,0.001257324,0.001580855],"domain_scores_gemma":[0.920098,0.05489976,0.005000706,0.002070406,0.008151937,0.009779195],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001052377,0.000876708,0.01871872,0.0206905,0.0009388081,0.0008403576,0.0104866,0.001845593,0.0006930449,0.2349472,0.2930097,0.4159003],"study_design_scores_gemma":[0.0001328028,0.0004550558,0.02017991,0.06256039,0.0006652583,0.0005785802,0.03560738,0.001001448,0.0003122501,0.373356,0.504735,0.0004160395],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001083986,0.2855755,0.0007122629,0.7046961,0.006093275,0.00001908564,0.0002104086,0.00002733426,0.001582104],"genre_scores_gemma":[0.06096289,0.623064,0.004937703,0.2755049,0.03238621,0.0003979633,0.0006956722,0.00004743873,0.002003236],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.962011,"threshold_uncertainty_score":0.2009075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5098870773315459,"score_gpt":0.6030220532236779,"score_spread":0.09313497589213193,"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."}}