{"id":"W4415930890","doi":"10.64628/aam.rpcjnxe5c","title":"Canadian universities must do more to ensure their branded clothing isn’t made in sweatshops","year":2025,"lang":"","type":"article","venue":"","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Clothing; Clothing industry; Government (linguistics); Work (physics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005787736,0.0002484824,0.0003018943,0.0009391561,0.00105354,0.0005385355,0.0005989517,0.0001919638,0.005770651],"category_scores_gemma":[0.00002760548,0.0002510084,0.0001239339,0.001839304,0.0001937079,0.0003054037,0.0002284434,0.0002603525,0.00007002859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001808057,"about_ca_system_score_gemma":0.002423924,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8922695,"about_ca_topic_score_gemma":0.9790453,"domain_scores_codex":[0.997922,0.0001711353,0.0003060198,0.0005058738,0.0002747175,0.000820256],"domain_scores_gemma":[0.9990423,0.000107962,0.00004326148,0.0003063931,0.0001154243,0.0003847044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004233562,0.00009238488,0.006320434,0.00009278529,0.0001463515,0.00006878689,0.2067492,0.0008833856,0.00003179081,0.6885895,0.02884218,0.06814089],"study_design_scores_gemma":[0.0003897717,0.00003032575,0.01075901,0.0002640773,0.00003779334,1.759125e-7,0.7482198,0.000496315,0.00002520061,0.002241704,0.2371979,0.0003379483],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1759146,0.0002287481,0.000225028,0.09345421,0.0007286781,0.0006324563,0.00005282849,0.00004381253,0.7287196],"genre_scores_gemma":[0.8833429,0.0002627325,0.00007151284,0.003365334,0.0000751577,0.000009732456,0.00000770213,0.000006901481,0.112858],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7074283,"threshold_uncertainty_score":0.9999942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01302226105041845,"score_gpt":0.2742671770536464,"score_spread":0.261244916003228,"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."}}