{"id":"W2065585979","doi":"10.1016/j.soc.2005.12.009","title":"Novel Imaging Techniques in Melanoma","year":2006,"lang":"en","type":"review","venue":"Surgical Oncology Clinics of North America","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Melanoma; Positron emission tomography; Skin cancer; Cancer; Fluorodeoxyglucose; Preclinical imaging; Nuclear medicine; In vivo; Radiology; Medical physics; Cancer research; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003932685,0.0004213636,0.00363674,0.0006168507,0.00003033852,0.000006455334,0.0002437247,0.0003659147,0.0001299961],"category_scores_gemma":[0.0001138935,0.0003478137,0.000882227,0.0007569545,0.0003503371,0.0000258052,0.0001907998,0.0009873966,0.00006741112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003559129,"about_ca_system_score_gemma":0.0005932154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001653608,"about_ca_topic_score_gemma":0.0001428836,"domain_scores_codex":[0.996647,0.0001883374,0.001886371,0.0005953197,0.0002738763,0.0004090958],"domain_scores_gemma":[0.9972782,0.0008974349,0.001054265,0.0005093435,0.00009944455,0.0001613854],"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":[0.0000908863,0.000869707,0.0005227767,0.002186466,0.000107538,0.002242077,0.000004903833,7.53929e-7,6.003358e-8,0.00001464407,0.0008251103,0.9931351],"study_design_scores_gemma":[0.0006787921,0.0008200333,0.0001024137,0.001491278,0.0006815755,0.001363683,0.000007129537,0.0000148129,1.698001e-7,0.000005997609,0.994559,0.0002751179],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003834442,0.9435154,0.000193956,0.0002134417,0.0004416104,0.001440762,0.0000569333,0.0001528308,0.05394673],"genre_scores_gemma":[0.00006139799,0.9946838,0.003162088,0.0002565487,0.0002857811,0.0001290184,0.0002702024,0.00005944879,0.001091737],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9937339,"threshold_uncertainty_score":0.9998974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03890178980197413,"score_gpt":0.382821495913665,"score_spread":0.3439197061116909,"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."}}