{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007918605,0.0001305023,0.0001580412,0.0002650758,0.0003402473,0.0001905417,0.0003805931,0.00007059526,0.00001700944],"category_scores_gemma":[0.0001468569,0.00009881373,0.00005152456,0.0004521267,0.00007169441,0.001620987,0.00007384016,0.0003218147,0.00001993666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003997839,"about_ca_system_score_gemma":0.00008141666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001030472,"about_ca_topic_score_gemma":0.0002703167,"domain_scores_codex":[0.998879,0.00002811258,0.0003580925,0.0002430706,0.0002588774,0.0002328697],"domain_scores_gemma":[0.9992955,0.00024386,0.0001397664,0.0001282181,0.0001277875,0.00006484784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002041622,0.001570651,0.08295136,0.0004655496,0.0005957975,0.00002260046,0.3677557,0.3553835,0.00674506,0.1101515,0.01328863,0.05902807],"study_design_scores_gemma":[0.004467164,0.006155288,0.1442575,0.02352767,0.0006148694,0.00008231722,0.08116993,0.5104781,0.0520097,0.1630685,0.01069177,0.003477175],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701509,0.000005335857,0.02591139,0.0005494948,0.0004588945,0.0007056381,0.000004473137,0.00008148811,0.002132375],"genre_scores_gemma":[0.986619,0.000002427334,0.0129798,0.0001321242,0.0001732555,0.00002181051,0.000003814355,0.00001438182,0.00005340237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2865858,"threshold_uncertainty_score":0.4029507,"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."}}