{"id":"W4241818653","doi":"10.1038/labinvest.2014.20","title":"Education","year":2014,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001097811,0.00005278074,0.00006397942,0.00007343439,0.00004385277,0.00001478188,0.00002003811,0.00003550577,0.0001123983],"category_scores_gemma":[0.0001039746,0.00005133328,0.00001513884,0.0001977018,0.0000291393,0.00005427132,0.000006146656,0.00005430678,0.0002294772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004399814,"about_ca_system_score_gemma":0.0001083817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007695678,"about_ca_topic_score_gemma":0.000004516589,"domain_scores_codex":[0.9995849,0.00003357456,0.00009798763,0.00011111,0.0001085161,0.0000639828],"domain_scores_gemma":[0.9995852,0.000009116772,0.00003983209,0.0001586165,0.0001082665,0.00009900697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001015106,0.0003418688,0.06208123,0.0004472645,0.00007945388,0.000008581089,0.001015603,0.00003729607,0.4533069,0.1710225,0.1330577,0.1785],"study_design_scores_gemma":[0.0004726123,0.0002084231,0.0495857,0.00006344487,0.00006260614,0.00002835354,0.0001716514,0.0008873143,0.04714139,0.00322943,0.8980002,0.0001488645],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9671177,0.00003226559,0.0007290156,0.002270035,0.0005697987,0.0002182562,8.679703e-7,0.0001826277,0.02887948],"genre_scores_gemma":[0.988884,0.000003393497,0.001624409,0.006663833,0.0002937544,0.00002346024,0.00002604426,0.000009812326,0.002471255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7649425,"threshold_uncertainty_score":0.2949542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008224952626079826,"score_gpt":0.2353708109392092,"score_spread":0.2271458583131294,"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."}}