{"id":"W4416076558","doi":"10.1177/29768624251392675","title":"Platformized labour and harassment in Canada: Quantifying the effects of racism on content creators","year":2025,"lang":"en","type":"article","venue":"Platforms & Society","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Harassment; Racism; Oppression; Content analysis; Race (biology); Digital content; Qualitative research","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002731602,0.0005233724,0.0005003256,0.004252408,0.01590214,0.005107288,0.002193961,0.0009625734,0.004278883],"category_scores_gemma":[0.01283289,0.0003690436,0.0005613752,0.006785345,0.004922405,0.001319456,0.005274297,0.001877317,0.0004580231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07441009,"about_ca_system_score_gemma":0.1002679,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.993314,"about_ca_topic_score_gemma":0.995909,"domain_scores_codex":[0.9957618,0.0006346657,0.0001159481,0.0003616904,0.001554369,0.001571623],"domain_scores_gemma":[0.9866122,0.002055509,0.002647568,0.0005876386,0.004984633,0.003112358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001754521,0.0002541372,0.877995,0.0001494483,0.00006949426,0.0003651682,0.07677067,0.0005093994,0.0004077139,0.002884205,0.005058564,0.03536078],"study_design_scores_gemma":[0.00001094377,0.00007811461,0.8284839,0.000154475,0.00003678135,0.00006831815,0.1618963,0.001107868,0.0002640921,0.0004955772,0.007345646,0.00005790316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908921,0.0002563644,0.0003616773,0.00088398,0.00002115283,0.0001160043,0.0006798996,0.00001068382,0.006778153],"genre_scores_gemma":[0.9965238,0.0003078602,0.0003202666,0.0001693127,0.000007188798,0.00005737658,0.0003491353,0.00001068623,0.002254227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07441009,"threshold_uncertainty_score":0.5398855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02310984175449135,"score_gpt":0.2611776937641611,"score_spread":0.2380678520096697,"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."}}