{"id":"W2293329048","doi":"10.1145/2820783.2820812","title":"Toponym disambiguation in online social network profiles","year":2015,"lang":"en","type":"article","venue":"","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Interpretation (philosophy); Social network (sociolinguistics); Personally identifiable information; Social media; Internet privacy; World Wide Web; Computer security","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001061356,0.00004928422,0.00009724878,0.00005654233,0.0002672975,0.00003719376,0.00008586555,0.00005770403,0.00004091919],"category_scores_gemma":[0.0001482756,0.00004381903,0.00002523797,0.0004750704,0.00009910509,0.0002511283,0.00002952865,0.00005065404,0.00005635817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007220468,"about_ca_system_score_gemma":0.0000838629,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004933246,"about_ca_topic_score_gemma":0.03200915,"domain_scores_codex":[0.9990839,0.00009610665,0.0002106882,0.00006720488,0.0003296457,0.0002123974],"domain_scores_gemma":[0.9996676,0.00003283712,0.0000654469,0.00004261014,0.0001491013,0.00004244339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001416269,0.00006599462,0.3195905,0.000009259409,0.00001514804,9.898869e-7,0.1808356,0.000145927,6.40115e-7,0.4415529,0.0481758,0.009593016],"study_design_scores_gemma":[0.000948469,0.0000393537,0.2635413,0.00002738311,0.000007878197,4.439851e-7,0.4218158,0.0003974948,0.000002104735,0.0332149,0.2796794,0.0003254472],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4449372,0.00009195338,0.000513748,0.01007604,0.0009807751,0.0005644915,0.000005016364,0.0001927236,0.5426381],"genre_scores_gemma":[0.9960235,0.000007728674,0.0004382145,0.0002018634,0.0006972419,0.00002185042,0.00001210768,0.000002491273,0.002595039],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5510863,"threshold_uncertainty_score":0.9856542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07796613917869687,"score_gpt":0.3504529888897309,"score_spread":0.272486849711034,"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."}}