{"id":"W2128756499","doi":"10.1001/archdermatol.2010.302","title":"The Performance of MelaFind","year":2010,"lang":"en","type":"article","venue":"Archives of Dermatology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":229,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"","keywords":"Medicine; Biopsy; Melanoma; Breslow Thickness; Confidence interval; Dermatology; Prospective cohort study; Radiology; Pathology; Cancer; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0000223135,0.00004053612,0.0001246126,0.00005518769,0.00004025296,0.00000117008,0.00007578934,0.00002133333,0.00003058601],"category_scores_gemma":[0.00003189596,0.00002651871,0.00004409291,0.00003568672,0.0002617872,0.000008467663,0.00003605015,0.0001097085,0.000008710512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":7.14366e-7,"about_ca_system_score_gemma":0.00001801703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006345952,"about_ca_topic_score_gemma":0.00003029353,"domain_scores_codex":[0.9996242,0.00001429722,0.0001568207,0.00005828647,0.00005500658,0.00009141069],"domain_scores_gemma":[0.9995399,0.0001483748,0.00006715502,0.0002043879,0.00001220335,0.00002805487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009160542,0.0002212776,0.1427778,0.000431824,0.0002585771,0.000107556,0.001218545,0.000004070054,0.6612617,0.04328056,0.001061645,0.1484604],"study_design_scores_gemma":[0.001745529,0.0005080858,0.1693338,0.00004617334,0.0001105082,0.01034329,0.0003210953,0.003950045,0.6450381,0.001329985,0.167143,0.0001303481],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692899,0.00004440849,0.00003734906,0.001481903,0.0001881974,0.00009957702,5.754488e-7,0.000009815704,0.02884828],"genre_scores_gemma":[0.9985674,0.0001019619,0.0005602948,0.00005248562,0.00001386032,0.000003740168,9.581777e-7,0.000003937109,0.000695387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1660814,"threshold_uncertainty_score":0.1081402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005406434837269289,"score_gpt":0.2288593563781394,"score_spread":0.2234529215408701,"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."}}