{"id":"W4253064126","doi":"10.32920/ryerson.14649276.v1","title":"#Work! The Effect of Hashtag Campaigns: a Modern Form of Free Labour","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Gender, Feminism, and Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Monetization; Commodity; Citizen journalism; Social media; Advertising; Participatory culture; Sociology; Computer science; Business; Media studies; World Wide Web; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002464558,0.0003618945,0.0001883684,0.0009102407,0.002658018,0.005089269,0.0005359118,0.00165279,0.03176065],"category_scores_gemma":[0.005706919,0.0001960598,0.0003461723,0.0009227818,0.01002942,0.005815564,0.004166982,0.001606392,0.00521995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001626522,"about_ca_system_score_gemma":0.0007532908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002643277,"about_ca_topic_score_gemma":0.003489526,"domain_scores_codex":[0.9982426,0.0009554682,0.0000274803,0.0002011496,0.0003820386,0.000191279],"domain_scores_gemma":[0.9964893,0.002172612,0.0002857581,0.000644402,0.0001993468,0.0002085372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002831208,0.0001328454,0.004478687,0.0004072945,0.00002679449,0.0003199307,0.05695787,0.0001611309,0.001617613,0.7361804,0.06443621,0.134998],"study_design_scores_gemma":[0.00004341864,0.000195189,0.01070358,0.0003284254,0.00002136463,0.0001728262,0.02390589,0.0002028814,0.002133408,0.09591815,0.866337,0.00003782086],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08891384,0.00345719,0.004745672,0.05142345,0.001620948,0.00006397298,0.0003666703,0.0002420267,0.8491662],"genre_scores_gemma":[0.8100067,0.002582741,0.002268359,0.008406518,0.001160913,0.0001293374,0.0001253193,0.0002820875,0.175038],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03176065,"threshold_uncertainty_score":0.10625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02598686122887175,"score_gpt":0.3011414134050873,"score_spread":0.2751545521762156,"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."}}