{"id":"W2142090013","doi":"10.1002/jso.10304","title":"Precision handling of the sentinel node","year":2003,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Western University; University of British Columbia","funders":"","keywords":"Medicine; Library science","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":[0.0006751106,0.00007050222,0.0004903408,0.00005850301,0.00004017625,0.000002266695,0.00008753695,0.00008796129,0.0001646949],"category_scores_gemma":[0.0002671023,0.00003710808,0.000225177,0.0001474268,0.0001251963,0.00002858175,0.00004041152,0.00030652,0.000003832187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001166532,"about_ca_system_score_gemma":0.0002582214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001771329,"about_ca_topic_score_gemma":0.000001298983,"domain_scores_codex":[0.9988443,0.0001459871,0.0005196774,0.00007070232,0.000286253,0.0001330301],"domain_scores_gemma":[0.9986482,0.0004923062,0.00044265,0.0001195922,0.0002274734,0.00006977302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003563691,0.001785836,0.9145191,0.0001655393,0.0008546226,0.002627922,0.00092767,0.0001991817,0.00989606,0.00202687,0.02560826,0.03782529],"study_design_scores_gemma":[0.004658536,0.0006401535,0.07627366,0.0002100082,0.0001753977,0.00505513,0.000123881,0.00001245422,0.007281194,0.0003756213,0.9051363,0.00005766397],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9346502,0.002163144,0.0001089863,0.007110328,0.001011321,0.0000967557,6.677737e-7,0.000002529944,0.05485607],"genre_scores_gemma":[0.9968863,0.0009606847,0.001258398,0.0002194968,0.0002616413,8.783314e-7,7.002303e-8,0.000007184623,0.0004053425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.879528,"threshold_uncertainty_score":0.1803293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03030503550870471,"score_gpt":0.337549566363896,"score_spread":0.3072445308551913,"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."}}