{"id":"W4396218573","doi":"10.1145/3653700","title":"Design Tensions in Online Freelancing Platforms: Using Speculative Participatory Design to Support Freelancers' Relationships with Clients","year":2024,"lang":"en","type":"article","venue":"Proceedings of the ACM on Human-Computer Interaction","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Citizen journalism; Participatory design; Business; Computer science; Process management; World Wide Web; Data science; Engineering; Operations management","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":[],"consensus_categories":[],"category_scores_codex":[0.0887106,0.001400732,0.0006695272,0.002342154,0.009837019,0.01217812,0.006014002,0.002897032,0.005514925],"category_scores_gemma":[0.0856709,0.001362082,0.001062376,0.001400554,0.01888653,0.0137778,0.0140649,0.003438573,0.0007621755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007007398,"about_ca_system_score_gemma":0.01029556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001665496,"about_ca_topic_score_gemma":0.003687928,"domain_scores_codex":[0.8975528,0.09129177,0.001425647,0.0030894,0.004056493,0.002584025],"domain_scores_gemma":[0.8880831,0.08957573,0.003813704,0.01112046,0.004386913,0.003020108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003697425,0.0007652975,0.007403148,0.0007949848,0.00005525534,0.000921199,0.7714674,0.00527295,0.005397629,0.09678278,0.001866328,0.1089032],"study_design_scores_gemma":[0.0005799981,0.002109416,0.003334502,0.001267023,0.0001456688,0.0009709435,0.599408,0.02497795,0.009784935,0.1794718,0.1776703,0.0002794988],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5621946,0.0003889382,0.3880122,0.006023758,0.0001547194,0.002789421,0.00006747428,0.0004456844,0.03992321],"genre_scores_gemma":[0.8360087,0.0001731597,0.1557562,0.0004196779,0.00002092313,0.002125941,0.00005741459,0.0001534176,0.005284606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0887106,"threshold_uncertainty_score":0.4691521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.268930593421679,"score_gpt":0.3872255764095301,"score_spread":0.1182949829878511,"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."}}