{"id":"W4282842856","doi":"10.1503/cjs.019320","title":"Population-based assessment of sentinel lymph node biopsy in the management of cutaneous melanoma","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Sentinel lymph node; Melanoma; Biopsy; Population; Dermatology; Lymph node; Radiology; Pathology; Internal medicine; Cancer; Environmental health; Cancer research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001733045,0.0001469305,0.0002017778,0.001014051,0.0003063418,0.0005793991,0.0004510403,0.0004092336,0.0007443278],"category_scores_gemma":[0.004313113,0.0001879793,0.0002056204,0.001504839,0.0002870773,0.0002833834,0.0004355415,0.0003734094,0.0001680312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009536644,"about_ca_system_score_gemma":0.001210344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06641477,"about_ca_topic_score_gemma":0.1307788,"domain_scores_codex":[0.9992186,0.0002703252,0.00008210932,0.0001263994,0.0002109129,0.00009169028],"domain_scores_gemma":[0.9981384,0.0003641248,0.0007763144,0.000100079,0.0003924983,0.0002285105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003897712,0.00001105912,0.9972198,0.0000138276,0.00001558729,0.00005750597,0.00005124911,0.00005670694,0.0001251085,0.000005861466,0.0001468095,0.002257579],"study_design_scores_gemma":[0.000003258092,0.00003091631,0.9990298,0.00001162621,0.00001305746,0.0002181074,0.0002018178,0.0002534287,0.00004390608,0.00001799699,0.0001738839,0.000002229203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972155,0.0008150503,0.0002538913,0.0001443802,0.00001163521,0.00004186125,0.0005019531,0.00001341174,0.001002277],"genre_scores_gemma":[0.9994848,0.0001936822,0.0001194863,0.0000278698,0.000005201202,0.00001150796,0.0001223456,0.000001307302,0.00003372551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06641477,"threshold_uncertainty_score":0.1320564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02321776502427762,"score_gpt":0.2558653536739544,"score_spread":0.2326475886496768,"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."}}