{"id":"W3129596460","doi":"10.14740/wjon1349","title":"Cutaneous Malignant Melanoma: A Review of Early Diagnosis and Management","year":2021,"lang":"en","type":"review","venue":"World Journal of Oncology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":167,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Malignancy; Melanoma; Incidence (geometry); Histopathology; Dermatology; Intensive care medicine; Pathology; Cancer research","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":[0.0005727477,0.0008824538,0.001180217,0.003871097,0.000376359,0.0008579841,0.0008123636,0.0008681274,0.003785704],"category_scores_gemma":[0.001838691,0.0003200504,0.0006626636,0.002857049,0.000469552,0.001567387,0.0005226237,0.001705432,0.001356844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007086134,"about_ca_system_score_gemma":0.001294815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00170925,"about_ca_topic_score_gemma":0.003035003,"domain_scores_codex":[0.9996988,0.00005902819,0.00007268295,0.00004711927,0.000100706,0.00002171793],"domain_scores_gemma":[0.9990833,0.0005265489,0.0001192413,0.00001997139,0.0001972717,0.00005369978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004995092,0.00006046852,0.0003573665,0.03203318,0.00008080716,0.0003973299,0.0001138097,0.0003128883,0.0005866648,0.001877076,0.04820495,0.9159255],"study_design_scores_gemma":[0.00001346241,0.0001054284,0.001520632,0.0206749,0.0002120086,0.005263256,0.0001143084,0.00009537148,0.0002186921,0.001705632,0.9700484,0.00002788596],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007609136,0.9985877,0.00007195657,0.0003359549,0.0002383601,0.000004106267,0.0000141502,0.00000638137,0.0006653655],"genre_scores_gemma":[0.0004657614,0.99878,0.0001452587,0.0001784349,0.0002437925,0.000003884852,0.00002171144,0.000001235101,0.0001599549],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003871097,"threshold_uncertainty_score":0.01266444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04402559666200767,"score_gpt":0.3538285934118121,"score_spread":0.3098029967498044,"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."}}