{"id":"W2113643373","doi":"10.5539/ass.v11n6p207","title":"Current Perspectives on Social Mapping of Urban Territories","year":2015,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conceptualization; Variety (cybernetics); Data science; Flexibility (engineering); Perspective (graphical); Computer science; Visibility; Scale (ratio); Artificial intelligence; Cartography; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00344894,0.0008013865,0.000578761,0.004579099,0.003839101,0.009371309,0.001808549,0.002899532,0.0120262],"category_scores_gemma":[0.003939372,0.0003093191,0.0004654677,0.007160585,0.02379758,0.01426492,0.004399127,0.002778229,0.0007754579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005347094,"about_ca_system_score_gemma":0.002638278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007389089,"about_ca_topic_score_gemma":0.007896888,"domain_scores_codex":[0.9973938,0.00172283,0.00006741042,0.0002916528,0.000345341,0.0001790004],"domain_scores_gemma":[0.994617,0.003933479,0.000347923,0.0003876516,0.0004092439,0.0003046068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004783673,0.00001092634,0.0004097527,0.0001826764,0.000005870544,0.00006385906,0.004079789,0.0007686289,0.00003452861,0.9676276,0.003213872,0.02359757],"study_design_scores_gemma":[0.000001883743,0.000009838615,0.000835378,0.0004872471,0.000003940849,0.0001199788,0.0179941,0.001248407,0.00006535833,0.7721304,0.2070901,0.00001338286],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.029233,0.1366055,0.08034381,0.2621338,0.002713419,0.000039647,0.0004807457,0.0001649562,0.488285],"genre_scores_gemma":[0.8081067,0.1459229,0.0193621,0.006291953,0.004555492,0.0001451356,0.0003245353,0.0001041805,0.01518707],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0120262,"threshold_uncertainty_score":0.04023165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02468350175893775,"score_gpt":0.2694569328621974,"score_spread":0.2447734311032597,"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."}}