{"id":"W6946188959","doi":"10.32920/22726730","title":"Action research with sex workers: Dismantling barriers and building bridges","year":2023,"lang":"en","type":"article","venue":"","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Participatory action research; Sex work; Action research; Work (physics); Sex workers; Action (physics); Social research; Citizen journalism; Feminism","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2696858,0.00101881,0.001603072,0.00530442,0.0289181,0.03042964,0.007756883,0.009969615,0.007199777],"category_scores_gemma":[0.2184914,0.002009783,0.001189985,0.003792598,0.08670808,0.03811695,0.04228617,0.01450212,0.001317685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01295106,"about_ca_system_score_gemma":0.04905196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00797752,"about_ca_topic_score_gemma":0.008450572,"domain_scores_codex":[0.6310481,0.3320149,0.006205214,0.009016108,0.01581913,0.005896603],"domain_scores_gemma":[0.6100505,0.3155968,0.0136828,0.03688464,0.01318435,0.01060094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005217878,0.0001611621,0.002804809,0.0006014961,0.00003651925,0.0003969446,0.7112135,0.0002239423,0.0005294296,0.2101983,0.004120248,0.06966147],"study_design_scores_gemma":[0.00007730796,0.0001704439,0.001530736,0.003386965,0.00005315787,0.0002990257,0.4973645,0.0008891777,0.0008109453,0.3076642,0.1876926,0.00006083216],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1603679,0.009792649,0.2382531,0.4369397,0.002189826,0.002629468,0.0001436312,0.0005584102,0.1491253],"genre_scores_gemma":[0.8440849,0.003715835,0.1169239,0.01857816,0.0003349124,0.004429834,0.00008240905,0.0001986057,0.01165166],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2696858,"threshold_uncertainty_score":0.9006074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2823052695454633,"score_gpt":0.4579828645170548,"score_spread":0.1756775949715915,"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."}}