{"id":"W4413888208","doi":"10.63409/2025.62","title":"Seeing Equity as Labour Justice","year":2025,"lang":"en","type":"article","venue":"CAUT Journal","topic":"Political and Economic history of UK and US","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Trent University","funders":"","keywords":"Equity (law); Economic Justice; Labour economics; Economics; Law and economics; Political science; Law; Neoclassical economics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006334527,0.00004194102,0.00008567519,0.0000473803,0.001197548,0.0001023004,0.0001780488,0.00005099424,0.000924203],"category_scores_gemma":[0.0003332284,0.00003957203,0.00005603566,0.00006943509,0.0001250375,0.0001295647,0.00003377108,0.0001926185,0.0002170776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002264658,"about_ca_system_score_gemma":0.0004899165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002632654,"about_ca_topic_score_gemma":0.00007895783,"domain_scores_codex":[0.9993639,0.00005958798,0.0001256158,0.00006905456,0.0000909284,0.0002908853],"domain_scores_gemma":[0.9996235,0.00005203912,0.0000340689,0.00004517767,0.00004269905,0.0002025242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008019331,0.00001924311,0.0004923521,0.00001326403,0.00001658367,0.00003067637,0.002444275,0.000005464922,0.00003084514,0.9142424,0.06102313,0.02167378],"study_design_scores_gemma":[0.0001082582,0.000007301976,0.0009109522,0.00001718713,0.00002142736,0.000007755282,0.001977285,0.00001151591,0.00001226369,0.1072631,0.8896137,0.00004922349],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1405058,0.0007325167,0.0004689175,0.007437767,0.002830439,0.0000224836,0.000001489809,0.00002284208,0.8479778],"genre_scores_gemma":[0.8791925,0.0001709431,0.0001186185,0.002799319,0.0009325292,6.373535e-7,1.430232e-7,0.000002144209,0.1167832],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8285906,"threshold_uncertainty_score":0.9999891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03970777502329764,"score_gpt":0.3981610417734366,"score_spread":0.3584532667501389,"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."}}