{"id":"W4386888180","doi":"10.5772/intechopen.110523","title":"Introductory Chapter: LGBT+ Communities – The Challenges of Uncomfortable Spaces","year":2023,"lang":"en","type":"book-chapter","venue":"IntechOpen eBooks","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algoma University","funders":"","keywords":"Sociology; Gender studies","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"category_scores_codex":[0.0009090425,0.0005430486,0.0008357519,0.0004726441,0.0003385411,0.00008011636,0.001645487,0.0006252006,0.002315386],"category_scores_gemma":[0.00002820182,0.0004306003,0.0003092487,0.0000235261,0.001057265,0.00006325656,0.000609812,0.001462359,0.001941574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007966503,"about_ca_system_score_gemma":0.0001477817,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01803774,"about_ca_topic_score_gemma":0.01796416,"domain_scores_codex":[0.9976623,0.0001473216,0.0007782155,0.0004329481,0.0004289697,0.0005502678],"domain_scores_gemma":[0.9963969,0.000508772,0.0006293253,0.002132689,0.0002133641,0.0001189236],"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":[0.00005652767,0.00001951637,0.00004829366,0.0005315291,0.0003901333,0.00002180281,0.007372242,3.4668e-7,0.000006814519,0.9476422,0.01899417,0.02491639],"study_design_scores_gemma":[0.0004214036,0.0003278613,0.0001979731,0.0004138748,0.0002492025,0.00005697833,0.004092388,7.022758e-7,0.00002357861,0.1636064,0.8300124,0.0005971421],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006231882,0.006157095,0.000002487619,0.002874565,0.00314012,0.0008114444,0.0001579144,0.0002204896,0.9860127],"genre_scores_gemma":[0.04026669,0.005238449,0.00001274169,0.0004142154,0.001265219,0.00009160981,0.00002269006,0.0002072248,0.9524812],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8110183,"threshold_uncertainty_score":0.9999554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1093816311481038,"score_gpt":0.3423344090318028,"score_spread":0.232952777883699,"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."}}