{"id":"W4411303013","doi":"10.2196/75922","title":"Development of a Clinic-Based, Sociostructural Intervention to Improve the Provision of Pre-Exposure Prophylaxis for Cisgender Women: Formative Study Using the Assessment, Decision, Adaptation, Production, Topical Experts, Integration, Training, and Testing (ADAPT-ITT) Framework","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health","keywords":"Preprint; Formative assessment; Intervention (counseling); Pre-exposure prophylaxis; Medicine; Psychology; Medical education; Nursing; Family medicine; Pedagogy; Computer science; Men who have sex with men","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01389484,0.0009834649,0.0007885976,0.000892718,0.003241684,0.001638369,0.002726102,0.001670186,0.00440404],"category_scores_gemma":[0.01804603,0.0006959384,0.001037907,0.00057578,0.002309987,0.001484319,0.003481458,0.002353056,0.0004687112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003358279,"about_ca_system_score_gemma":0.01200496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003379592,"about_ca_topic_score_gemma":0.007959445,"domain_scores_codex":[0.9914656,0.006011673,0.000300518,0.0006827496,0.0006468892,0.0008925695],"domain_scores_gemma":[0.9932429,0.003830441,0.0004411089,0.0006373878,0.0007690766,0.001079131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.004429633,0.2257821,0.01283395,0.005564691,0.0002187184,0.001816263,0.1521683,0.002622638,0.009852565,0.002801126,0.007237351,0.5746726],"study_design_scores_gemma":[0.04961017,0.4194477,0.1310985,0.005209154,0.001328931,0.001351704,0.2595796,0.01324646,0.03296142,0.008390277,0.07708257,0.0006934863],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9502025,0.000155719,0.008116865,0.001472959,0.0002402274,0.03467736,0.0002466605,0.0002012547,0.004686427],"genre_scores_gemma":[0.8273749,0.0005588277,0.1005355,0.001838668,0.0001186844,0.06581505,0.0003069474,0.00006060157,0.003390834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01389484,"threshold_uncertainty_score":0.07348382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1263801425106683,"score_gpt":0.4963947572787681,"score_spread":0.3700146147680998,"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."}}