{"id":"W4397294684","doi":"10.2196/53557","title":"User-Centered Design for Designing and Evaluating a Prototype of a Data Collection Tool to Submit Information About Incidents of Violence Against Sex Workers: Multiple Methods Approach","year":2024,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Sex work and related issues","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data collection; Computer science; Data science; Statistics; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09889431,0.002583515,0.001485546,0.003812954,0.002410619,0.005958902,0.004010335,0.002519673,0.006409543],"category_scores_gemma":[0.09994227,0.001911772,0.002407496,0.001615046,0.002860483,0.003107987,0.00401355,0.002067166,0.001240475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003343557,"about_ca_system_score_gemma":0.005394117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001290119,"about_ca_topic_score_gemma":0.002463643,"domain_scores_codex":[0.9114289,0.07470685,0.003783653,0.003080536,0.005844749,0.001155271],"domain_scores_gemma":[0.8740886,0.09156413,0.003206017,0.007512984,0.02167934,0.001948889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.004459248,0.008857037,0.01869168,0.02039527,0.001197126,0.002098268,0.1268125,0.01310904,0.07438283,0.02164058,0.01493914,0.6934174],"study_design_scores_gemma":[0.01913279,0.06176446,0.05289014,0.01661974,0.00446059,0.004014265,0.1021289,0.2038013,0.140792,0.05438725,0.3378095,0.002199101],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08588356,0.0006184229,0.8417377,0.0008391211,0.0002632552,0.06138752,0.00049864,0.002843396,0.005928348],"genre_scores_gemma":[0.05598467,0.0001270264,0.9093992,0.0002326716,0.00002437477,0.03301651,0.0001290162,0.0001624327,0.0009241258],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09889431,"threshold_uncertainty_score":0.5230094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1722074252219885,"score_gpt":0.4551267483109201,"score_spread":0.2829193230889315,"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."}}