{"id":"W4308271062","doi":"10.32920/21505110","title":"Geosocial Media as a Proxy for Security: A Review","year":2022,"lang":"en","type":"review","venue":"","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Henan University; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Proxy (statistics); Computer science; Context (archaeology); Data science; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001727912,0.0009384821,0.001605831,0.004558186,0.0003964669,0.001914773,0.001095677,0.001648953,0.005074422],"category_scores_gemma":[0.004985173,0.0004389075,0.0009348708,0.005440769,0.001162722,0.00278923,0.0008763554,0.00141386,0.001436881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001337971,"about_ca_system_score_gemma":0.002841213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004113379,"about_ca_topic_score_gemma":0.004443937,"domain_scores_codex":[0.9994043,0.0001805014,0.00008592952,0.0001122125,0.0001839122,0.00003309767],"domain_scores_gemma":[0.9957429,0.003091715,0.0003785941,0.00007192299,0.0006068636,0.0001080487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006018124,0.00006173108,0.0008731857,0.03826668,0.0002125624,0.0001138883,0.0001608403,0.0004051175,0.0002571108,0.01583368,0.03379383,0.9099612],"study_design_scores_gemma":[0.00001424857,0.0001129869,0.003351996,0.04072494,0.0004284112,0.0007770787,0.0003066775,0.0002565341,0.0003619334,0.006304502,0.9472989,0.0000616238],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008616233,0.9983338,0.0001132899,0.0004679334,0.0001634032,0.000005518379,0.00002288681,0.000003383318,0.0008037392],"genre_scores_gemma":[0.0009975338,0.9983824,0.0001430919,0.0001606973,0.0001190443,0.000007862933,0.00001954205,0.000001559144,0.0001682253],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005074422,"threshold_uncertainty_score":0.01697558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04487343390404863,"score_gpt":0.2934973478958672,"score_spread":0.2486239139918186,"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."}}