{"id":"W1553320693","doi":"10.1080/19359705.2012.653254","title":"Advocating for Marriage and LGBT Mental Health Through Op-Eds","year":2012,"lang":"en","type":"article","venue":"Journal of Gay & Lesbian Mental Health","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Lesbian; Transgender; Mental health; Homosexuality; Psychology; Gender studies; Sociology; Political science; Psychotherapist","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"],"consensus_categories":[],"category_scores_codex":[0.002763051,0.0002890997,0.0007073428,0.0002040495,0.0009447073,0.00005974,0.0002617686,0.0001372401,0.000310461],"category_scores_gemma":[0.00003441501,0.0002672008,0.00020765,0.0001805287,0.0001220149,0.0005726181,0.00006483387,0.0005368172,0.00006664475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000775259,"about_ca_system_score_gemma":0.000622694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003922442,"about_ca_topic_score_gemma":0.0003807351,"domain_scores_codex":[0.9961232,0.0005059828,0.001391014,0.0002634474,0.000418912,0.001297464],"domain_scores_gemma":[0.9970454,0.0001296611,0.001408803,0.0002672092,0.00007069665,0.001078212],"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":[0.001023115,0.001895278,0.1363377,0.003808247,0.000292114,0.00001151546,0.07858656,4.937813e-7,0.0001429927,0.00963075,0.5603236,0.2079476],"study_design_scores_gemma":[0.01246295,0.007874509,0.2010576,0.0007154049,0.0001009573,0.003345606,0.01905305,0.00002031517,0.00004345101,0.001963884,0.7524995,0.000862813],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.772655,0.07765763,0.0007314742,0.1206414,0.0150917,0.002431779,0.0005142148,0.0000686604,0.01020814],"genre_scores_gemma":[0.9398311,0.01429175,0.009634879,0.0254161,0.006054218,0.00002819977,0.00008598296,0.0001354009,0.004522326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2070848,"threshold_uncertainty_score":0.999978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07381236321232403,"score_gpt":0.46062401938047,"score_spread":0.3868116561681459,"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."}}