{"id":"W2017749852","doi":"10.1371/journal.pone.0045037","title":"Novel Multiple Markers to Distinguish Melanoma from Dysplastic Nevi","year":2012,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health Research Institute; University of British Columbia; Vancouver Coastal Health","funders":"Canadian Institutes of Health Research; Canadian Dermatology Foundation","keywords":"Melanoma; Dysplastic nevus; Medicine; Dermatology; Pathology; Biology; Nevus; Cancer research","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001188324,0.0006306298,0.0006205678,0.001563077,0.0001646497,0.0007155505,0.0003088865,0.000538845,0.0009997688],"category_scores_gemma":[0.00174698,0.000204341,0.0003213501,0.0005306099,0.0002334858,0.0005463587,0.0003560968,0.000605449,0.0003493973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002738013,"about_ca_system_score_gemma":0.0002145301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002398737,"about_ca_topic_score_gemma":0.0006615991,"domain_scores_codex":[0.9996885,0.00006720268,0.00003469583,0.00006452073,0.00011187,0.00003318216],"domain_scores_gemma":[0.9989348,0.0003599555,0.0003557193,0.00004892939,0.0002214309,0.00007922068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001309429,0.0003585016,0.6280654,0.0006139882,0.000353284,0.0007389578,0.0001626612,0.006129785,0.210768,0.0002977605,0.0007198425,0.1504824],"study_design_scores_gemma":[0.0001021622,0.00212479,0.71195,0.0002692537,0.0007965476,0.008804018,0.0004543663,0.1109187,0.1559729,0.002266569,0.006265021,0.00007565185],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787941,0.005660548,0.01366007,0.0002306555,0.00003836574,0.00006426229,0.0002790703,0.0001845635,0.001088394],"genre_scores_gemma":[0.9789587,0.0007764514,0.01940886,0.00005377901,0.00002821477,0.00003944734,0.0003363847,0.00001196899,0.0003861461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001563077,"threshold_uncertainty_score":0.006284535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04361137701082938,"score_gpt":0.2323647980715786,"score_spread":0.1887534210607493,"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."}}