{"id":"W4361857034","doi":"10.2196/45108","title":"Mpox Panic, Infodemic, and Stigmatization of the Two-Spirit, Lesbian, Gay, Bisexual, Transgender, Queer or Questioning, Intersex, Asexual Community: Geospatial Analysis, Topic Modeling, and Sentiment Analysis of a Large, Multilingual Social Media Database","year":2023,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Poxvirus research and outbreaks","field":"Immunology and Microbiology","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada; International Development Research Centre; Styrelsen för Internationellt Utvecklingssamarbete","keywords":"Transgender; Queer; Lesbian; Social media; Sociology; Geospatial analysis; Gender studies; Psychology; Internet privacy; World Wide Web; Computer science; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008883873,0.0001512123,0.0007074336,0.001370766,0.0002178382,0.00003845607,0.0007449473,0.0003101602,0.0008240383],"category_scores_gemma":[0.003752146,0.00009814639,0.0002110397,0.00147888,0.0008058896,0.000125968,0.0007219246,0.002094438,0.00000336623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000597144,"about_ca_system_score_gemma":0.0004490225,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003736833,"about_ca_topic_score_gemma":0.02196074,"domain_scores_codex":[0.9947469,0.00261271,0.001006712,0.0001981652,0.0009867246,0.0004488382],"domain_scores_gemma":[0.9971907,0.001415087,0.0003146535,0.0002700071,0.0006527663,0.0001567687],"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":[0.01245422,0.005756977,0.2657195,0.002117464,0.09384698,0.0005139889,0.2990267,0.002493652,0.1367105,0.002975617,0.04105555,0.1373289],"study_design_scores_gemma":[0.02619118,0.002807718,0.09547335,0.002061895,0.009978089,0.0002707657,0.09479637,0.7181364,0.04021319,0.0005513105,0.00846776,0.001052025],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928919,0.001248915,0.004526381,0.0008154986,0.0001552067,0.0001400424,0.0001961995,0.000009273746,0.0000165883],"genre_scores_gemma":[0.9984044,0.0009637433,0.0000357984,0.00004945193,0.0000686951,0.000004959687,0.000160373,0.00001015975,0.0003024643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7156427,"threshold_uncertainty_score":0.9958859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1617091287714577,"score_gpt":0.4616346188217353,"score_spread":0.2999254900502777,"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."}}