{"id":"W4383480854","doi":"10.1111/andr.13491","title":"Inter‐disciplinary provider development of an online, interactive adolescent varicocele decision aid prototype","year":2023,"lang":"en","type":"article","venue":"Andrology","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health","keywords":"Varicocele; Thematic analysis; Medicine; Decision aids; Medical education; Process (computing); Qualitative research; Psychology; Computer science; Alternative medicine; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001305276,0.00009832767,0.0002071159,0.0001714435,0.00004424233,0.000003469642,0.00005666538,0.00009373211,0.0001147208],"category_scores_gemma":[0.0001300471,0.00007658666,0.00003606626,0.0002647924,0.00003893441,0.00008262394,0.00008672402,0.0001507586,0.00010403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003983998,"about_ca_system_score_gemma":0.0001508958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000836566,"about_ca_topic_score_gemma":0.00004213876,"domain_scores_codex":[0.9991962,0.00003087143,0.0002536272,0.0002341682,0.0001188343,0.0001663162],"domain_scores_gemma":[0.9994964,0.00004630535,0.00006838857,0.000181619,0.0001347255,0.00007258362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01562936,0.005832461,0.2535616,0.0006553888,0.0004084457,0.0007588964,0.006948144,0.000076247,0.03219028,0.0001963299,0.003352297,0.6803905],"study_design_scores_gemma":[0.0035591,0.004923286,0.9633317,0.0003918013,0.0001099934,0.000345924,0.0006899131,0.006643375,0.008427017,0.001125268,0.01024107,0.0002115576],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964402,0.00002575521,0.002058952,0.0003101495,0.0003092358,0.0005514341,0.000002649501,0.00007952863,0.0002220755],"genre_scores_gemma":[0.9940395,0.000006558708,0.005273328,0.0002150809,0.00009608974,0.00005033141,0.0001685979,0.00001521385,0.0001352895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.70977,"threshold_uncertainty_score":0.3123113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04299763861170929,"score_gpt":0.3295208999243833,"score_spread":0.286523261312674,"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."}}