{"id":"W4308192212","doi":"10.32920/21505110.v1","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":"Computer science; Proxy (statistics); Context (archaeology); Data science; Quality (philosophy); Geography; Machine learning","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002950142,0.0003563989,0.001950696,0.0001251253,0.00006376529,0.00002525623,0.0003158834,0.0001558716,0.007319984],"category_scores_gemma":[0.0001557826,0.0002871944,0.001220863,0.0004845113,0.00001150827,0.0000333731,0.00005163575,0.0003160358,0.0001821272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00014509,"about_ca_system_score_gemma":0.0001308879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003232592,"about_ca_topic_score_gemma":0.00003977766,"domain_scores_codex":[0.9986083,0.00007212045,0.0005457416,0.0002630885,0.0002469969,0.0002637896],"domain_scores_gemma":[0.9992794,0.0002506891,0.00008625685,0.0002703411,0.00002169305,0.00009163249],"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":[2.988315e-7,0.000008769814,1.646838e-8,0.09089672,0.0003382163,0.000005201191,0.00003108455,2.637018e-7,4.740732e-9,0.0003625551,0.07280551,0.8355514],"study_design_scores_gemma":[0.00004449473,0.00001683659,2.857404e-9,0.00617269,0.00262998,0.000007267476,0.000002973798,0.0002622512,2.900711e-8,0.0002765341,0.990247,0.0003399652],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[4.92648e-9,0.9876209,0.0003507108,0.00002785494,0.000256245,0.001526812,0.00009695688,0.0002869965,0.009833499],"genre_scores_gemma":[4.202161e-8,0.9948459,0.0001621025,0.0001508882,0.000376357,0.002064247,0.0005083872,0.00008842586,0.001803657],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9174415,"threshold_uncertainty_score":0.999958,"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."}}