{"id":"W4232125886","doi":"10.24840/2183-8976_2019-0004","title":"VISUAL SPACES OF CHANGE: UNVEILING THE PUBLICNESS OF URBAN SPACE THROUGH PHOTOGRAPHY AND IMAGE","year":2019,"lang":"en","type":"paratext","venue":"Sophia","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitat Politècnica de Catalunya; Universidad de Zaragoza; Universidad Politécnica de Madrid; Ministerio de Economía y Competitividad; Federation for the Humanities and Social Sciences","keywords":"Philosophy of religion; Space (punctuation); Photography; Image (mathematics); Visual space; Art; Aesthetics; Sociology; Computer vision; Epistemology; Visual arts; Philosophy; Computer science; Perception; Linguistics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000498659,0.0002171979,0.0004736664,0.00008546433,0.0002217052,0.00009703813,0.0004486252,0.0002826586,0.0002151792],"category_scores_gemma":[0.0000812139,0.0001642369,0.0001427045,0.000535553,0.0009706461,0.0002637959,0.00009743831,0.0003082388,0.00007833285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002018292,"about_ca_system_score_gemma":0.0002173987,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01665963,"about_ca_topic_score_gemma":0.000472479,"domain_scores_codex":[0.9983883,0.0001771517,0.0002418396,0.00031939,0.0005394008,0.0003339058],"domain_scores_gemma":[0.9985943,0.0002566693,0.0006511192,0.0002759495,0.000170189,0.00005170502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007682449,0.0001263128,0.01414281,0.0008043983,0.0002509967,0.000003483959,0.0981302,0.00000388994,0.000592109,0.01063117,0.8748139,0.0004239622],"study_design_scores_gemma":[0.0003289783,0.0001280286,0.003172129,0.000536464,0.00007346027,7.662138e-7,0.008053721,0.00001531631,0.0008197384,0.0003959466,0.9860924,0.0003830374],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4017512,0.08190379,0.0001091844,0.008713601,0.007871714,0.00219224,0.001132905,0.00008873914,0.4962366],"genre_scores_gemma":[0.9318919,0.003991588,0.0001863443,0.0001705981,0.00148289,0.00002964875,0.00004376823,0.00004164021,0.06216169],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5301406,"threshold_uncertainty_score":0.9898885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04797913535466043,"score_gpt":0.3343607357522745,"score_spread":0.2863816003976141,"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."}}