{"id":"W2124185868","doi":"10.1177/2158244013503836","title":"Island Lives","year":2013,"lang":"en","type":"article","venue":"SAGE Open","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Transgender; Needs assessment; Health care; Service provider; Psychology; Nursing; Gerontology; Medical education; Service (business); Sociology; Medicine; Political science; Gender studies; Business; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001247583,0.00007160694,0.0001125545,0.00003823902,0.0001101783,0.0001799425,0.0004010239,0.00005426035,0.04056375],"category_scores_gemma":[0.00001663554,0.00006209384,0.00002674063,0.00007348168,0.00003573285,0.0002170467,0.0001484232,0.0001012643,0.0305913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001207844,"about_ca_system_score_gemma":0.00003030705,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05151168,"about_ca_topic_score_gemma":0.002828095,"domain_scores_codex":[0.9993011,0.00008917027,0.000125937,0.000171665,0.00005845496,0.0002536591],"domain_scores_gemma":[0.9994636,0.00004017775,0.00004055748,0.0003388645,0.00001938563,0.00009737494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00001417845,0.0001120143,0.1265752,0.00006116401,0.00003562686,0.00001847575,0.003180956,8.155819e-8,0.0000476508,0.004175234,0.8125592,0.05322015],"study_design_scores_gemma":[0.0008345153,0.0001003609,0.833201,0.00001022228,0.00001756605,0.00001789886,0.0003515189,0.000002193082,0.000005339592,0.01095846,0.1543207,0.0001802498],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1933223,0.0004718664,0.00001613658,0.002532645,0.0006006734,0.0004724069,0.00001008845,0.00002320182,0.8025506],"genre_scores_gemma":[0.5270906,0.0001260073,0.0001163921,0.002165368,0.0004758242,0.0001010629,0.000007703638,0.000017936,0.4698991],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7066258,"threshold_uncertainty_score":0.9701635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04209424407511218,"score_gpt":0.3955239354112024,"score_spread":0.3534296913360902,"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."}}