{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005354217,0.0006992249,0.0003299189,0.0006893592,0.0009277208,0.002375544,0.002199335,0.001037231,0.01683302],"category_scores_gemma":[0.01909653,0.0004028293,0.0006031774,0.0004027429,0.0007185949,0.00207345,0.002513008,0.001179386,0.002594771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001123871,"about_ca_system_score_gemma":0.002614959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001125237,"about_ca_topic_score_gemma":0.002476685,"domain_scores_codex":[0.9974077,0.001571009,0.0001651551,0.0002060766,0.0004024719,0.0002475293],"domain_scores_gemma":[0.9884406,0.008035198,0.0003130912,0.0004897334,0.001374963,0.00134636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001492659,0.005429333,0.0198908,0.00379276,0.0001119208,0.007768094,0.1035091,0.006490046,0.0300292,0.008691605,0.09559319,0.7172012],"study_design_scores_gemma":[0.001342439,0.006680963,0.02951572,0.003165488,0.0003566207,0.007497631,0.08907381,0.0449765,0.03435249,0.01241721,0.7699524,0.0006687009],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6632319,0.0004932804,0.2359673,0.006073256,0.0008318445,0.01075021,0.002598715,0.009726909,0.07032668],"genre_scores_gemma":[0.3623011,0.0004964367,0.6020417,0.000803984,0.00008497851,0.006267793,0.001872687,0.0005308326,0.02560044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01683302,"threshold_uncertainty_score":0.05631202,"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."}}