{"id":"W2035739780","doi":"10.2217/mmt.14.23","title":"Molecular pathology of cutaneous melanoma","year":2014,"lang":"en","type":"review","venue":"Melanoma Management","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital; McGill University Health Centre","funders":"","keywords":"Melanoma; Medicine; Pathology; Molecular pathology; Dermatology; Cancer research; Chemistry","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003599496,0.0008286875,0.003402449,0.001034939,0.0000695203,0.00003400897,0.0004946061,0.0004458522,0.0005139858],"category_scores_gemma":[0.00003696078,0.0007106507,0.001223473,0.0005458122,0.0001335742,0.00002511162,0.0005065692,0.000447075,0.0008105337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002611503,"about_ca_system_score_gemma":0.00006652768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001068616,"about_ca_topic_score_gemma":0.000003702287,"domain_scores_codex":[0.9960119,0.0002714551,0.001435951,0.001014101,0.000643905,0.0006226678],"domain_scores_gemma":[0.9971141,0.00008714468,0.0007728444,0.001695163,0.00008581422,0.0002449812],"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":[0.00004982006,0.0002405021,0.000003505133,0.04579443,0.001561944,0.01255134,0.00001937539,0.000003349939,0.000004727963,0.005504522,0.001976611,0.9322898],"study_design_scores_gemma":[0.0006407654,0.0008096591,0.000006946315,0.005096805,0.005671212,0.00640325,0.00003223878,0.00001899879,0.00001831264,0.00008017433,0.9806904,0.0005312398],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009371007,0.8910951,0.001253349,0.00006989221,0.0009512671,0.003018134,0.00002265798,0.0002150923,0.1032808],"genre_scores_gemma":[0.0006088872,0.9841304,0.001330656,0.0002346205,0.0002111315,0.0003250888,0.0001973706,0.0001814599,0.01278039],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9787138,"threshold_uncertainty_score":0.9999675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0186273339104952,"score_gpt":0.2881619542454667,"score_spread":0.2695346203349715,"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."}}