{"id":"W6961255747","doi":"10.1371/journal.pone.0280710.s002","title":"#SafeHandsSafeHearts intervention.","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Graph Theory and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intervention (counseling); Anxiety; Transgender; Distress; Public health; Men who have sex with men; Transgender women; Health equity; Sexual minority","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005565408,0.00006352978,0.00004817691,0.00007488191,0.0000507469,0.0002923248,0.0003631967,0.00002786385,0.05722471],"category_scores_gemma":[0.00005547269,0.0000550005,0.00009749555,0.0002881534,0.000002430593,0.0004209508,0.0001535325,0.00008777259,0.009231608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000757617,"about_ca_system_score_gemma":0.00001537311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.892377e-7,"about_ca_topic_score_gemma":3.476527e-7,"domain_scores_codex":[0.9994684,0.0000247975,0.00008210687,0.0002032007,0.00009461609,0.0001268965],"domain_scores_gemma":[0.999645,0.00005864539,0.00001045073,0.0002158617,0.00002303692,0.00004698601],"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":[8.589562e-7,0.00003288854,0.000001876482,0.0001981033,0.00002196047,0.0002104622,0.0003273755,0.00001121216,0.00003201801,0.07492889,0.6938531,0.2303813],"study_design_scores_gemma":[0.0001049168,0.00006167805,0.0004268141,0.002334283,0.000002487539,0.0000730415,0.000008702528,0.03591321,0.001417489,0.03294738,0.9265,0.0002100084],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.001763888,0.05430317,0.2955875,0.009778166,0.01393414,0.002184919,0.3400762,0.01971652,0.2626555],"genre_scores_gemma":[0.9770481,0.000003118164,0.003292118,0.0004320757,0.0003892452,0.0001878951,0.01196069,0.00002566961,0.00666106],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9752842,"threshold_uncertainty_score":0.9915398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01859168672940338,"score_gpt":0.2552350840331178,"score_spread":0.2366433973037144,"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."}}