{"id":"W3085556117","doi":"10.1007/s10508-020-01806-8","title":"Democratizing Access to Community-Based Survey Findings Through Dynamic Data Visualizations","year":2020,"lang":"en","type":"article","venue":"Archives of Sexual Behavior","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Community Based Research Centre; University of Victoria","funders":"Canadian Institutes of Health Research","keywords":"Dashboard; Documentation; Social media; Queer; Alliance; Public health; Lesbian; Community health; Psychology; Medical education; Medicine; World Wide Web; Political science; Computer science; Data science; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002723045,0.0001395094,0.0002928662,0.0001542352,0.0002487948,0.00005958274,0.0009785455,0.00003597953,0.000204304],"category_scores_gemma":[0.00102817,0.0001341581,0.00005074359,0.0004943903,0.000182472,0.0004022799,0.0008073527,0.0004137641,0.00003936497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001470274,"about_ca_system_score_gemma":0.0001543533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00146204,"about_ca_topic_score_gemma":0.00121481,"domain_scores_codex":[0.9983563,0.0004119373,0.0003810625,0.0002842991,0.0002912215,0.0002751666],"domain_scores_gemma":[0.9982293,0.0005135077,0.00006036482,0.0008034996,0.00008185361,0.000311498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008672099,0.003599905,0.5315405,0.001240276,0.0002139992,0.00006354715,0.01020062,0.00005406061,0.3842927,0.0002653218,0.02570078,0.04196115],"study_design_scores_gemma":[0.002295016,0.009203956,0.9518361,0.0004795826,0.0003615795,0.00001106935,0.00194121,0.01688607,0.01372543,0.00005873533,0.002788765,0.0004124528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9258164,0.00003435602,0.06738424,0.002766304,0.00002085279,0.0007845845,0.002208713,0.00007172228,0.0009127964],"genre_scores_gemma":[0.9871379,0.00000828986,0.005402352,0.0007518051,0.00002036986,0.00004566359,0.006020869,0.00003233381,0.0005804911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4202957,"threshold_uncertainty_score":0.5470809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2705145927317475,"score_gpt":0.4762863401225889,"score_spread":0.2057717473908414,"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."}}