{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004976427,0.000986924,0.001106999,0.01518902,0.003287945,0.005048407,0.001426775,0.001693424,0.003774653],"category_scores_gemma":[0.02951771,0.000697675,0.001072119,0.01251668,0.001331688,0.01641209,0.007461212,0.001914627,0.002577399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001358049,"about_ca_system_score_gemma":0.001893767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00553908,"about_ca_topic_score_gemma":0.007757258,"domain_scores_codex":[0.992077,0.003262614,0.001043745,0.001785282,0.001414039,0.0004173532],"domain_scores_gemma":[0.9857088,0.007746388,0.002300178,0.001845374,0.001866536,0.000532676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001462144,0.0003809142,0.06137931,0.002513837,0.0003246939,0.003859704,0.03320405,0.008624356,0.01953026,0.1406907,0.03958425,0.6884457],"study_design_scores_gemma":[0.0001267209,0.0001978921,0.05019245,0.001942818,0.0004097747,0.006847777,0.03808606,0.1460495,0.02113317,0.542625,0.1918592,0.000529621],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3770296,0.008847739,0.5532826,0.003706481,0.0009118316,0.001111046,0.01457625,0.003994294,0.03654006],"genre_scores_gemma":[0.6849976,0.001986325,0.2979034,0.0004780831,0.0002399914,0.0003491878,0.01019371,0.0003126024,0.003539131],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01518902,"threshold_uncertainty_score":0.02631813,"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."}}