{"id":"W3093571894","doi":"10.29173/topo24","title":"The Exploration of LGBTQ2+ Communities","year":2020,"lang":"en","type":"article","venue":"Topophilia","topic":"Urbanization and City Planning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identity (music); Sociology; Space (punctuation); Perspective (graphical); Social identity theory; Gender studies; Cultural identity; Public relations; Social group; Political science; Social science; Aesthetics; Visual arts; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001532404,0.00002144084,0.00003589909,0.000005774766,0.0004165344,0.00003104326,0.0001390535,0.00001763985,0.0001299761],"category_scores_gemma":[0.000106321,0.00001690262,0.00001344364,0.0001232333,0.000121444,0.0001410712,0.00001622257,0.00004052144,0.0000265177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006133822,"about_ca_system_score_gemma":0.00002760741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004031695,"about_ca_topic_score_gemma":0.0006081892,"domain_scores_codex":[0.9996329,0.00008853689,0.00007170287,0.00002411672,0.0001239266,0.00005880165],"domain_scores_gemma":[0.9997612,0.00007309292,0.00003400759,0.00005451823,0.0000489025,0.00002832471],"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":[0.00001368023,0.00001259523,0.005559995,0.000007087819,0.000009389173,3.719061e-7,0.3393261,0.00006872458,0.0001358783,0.6351253,0.01546775,0.004273104],"study_design_scores_gemma":[0.0001342397,0.00004404687,0.00168139,0.000009386296,0.00000757299,5.944953e-8,0.1977483,0.0004783662,0.0003616709,0.008805096,0.7906446,0.00008518336],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3582433,0.0006722092,0.002997878,0.1651181,0.000614984,0.0004323467,0.00001154433,0.0003033299,0.4716063],"genre_scores_gemma":[0.998272,0.00007588154,0.00003137512,0.000509019,0.00009703042,0.000001716104,0.000003274803,0.000002004972,0.001007688],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7751769,"threshold_uncertainty_score":0.3203688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1393363126985603,"score_gpt":0.3188820983354044,"score_spread":0.1795457856368441,"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."}}