{"id":"W4247429981","doi":"10.1053/j.optechgensurg.2007.03.005","title":"STEP Procedure","year":2007,"lang":"en","type":"article","venue":"Operative Techniques in General Surgery","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Children's Hospital","funders":"","keywords":"Medicine; Seroma; Surgery; Wound dehiscence; Lymphadenectomy; Dissection (medical); Dehiscence; Lymphedema; Stage (stratigraphy); Axilla; Complication; Lymph node; Cancer; Breast cancer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003736154,0.0006021787,0.0005253116,0.00111346,0.0009783873,0.0008482767,0.0007455209,0.0009567122,0.08067419],"category_scores_gemma":[0.001100381,0.0002385538,0.001278341,0.0004297,0.0005230572,0.0008095881,0.001718682,0.0023722,0.03240827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002328366,"about_ca_system_score_gemma":0.00106164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005406613,"about_ca_topic_score_gemma":0.00162242,"domain_scores_codex":[0.9996299,0.00002248792,0.0000272187,0.0001150506,0.0001101942,0.00009523363],"domain_scores_gemma":[0.9995925,0.00007313229,0.00004266468,0.0001259493,0.00004997921,0.0001158849],"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":[0.001011571,0.0006228635,0.007913122,0.0006503389,0.0001800545,0.00523917,0.0004727915,0.0005518165,0.04537623,0.01497334,0.09350628,0.8295025],"study_design_scores_gemma":[0.0003778833,0.002577019,0.04668181,0.0006120895,0.0003110702,0.09108318,0.0004296099,0.002588385,0.04959015,0.0140583,0.7914584,0.0002322115],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1905833,0.003514761,0.3283604,0.003252829,0.005428526,0.002670994,0.007996375,0.01518699,0.4430058],"genre_scores_gemma":[0.2941453,0.002459211,0.2789865,0.005940137,0.00113433,0.001519698,0.007455039,0.003998822,0.404361],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.08067419,"threshold_uncertainty_score":0.2698821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01946501971816528,"score_gpt":0.3090354098395945,"score_spread":0.2895703901214293,"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."}}