{"id":"W2590127076","doi":"10.1111/cyt.12419","title":"Use of cytological samples of metastatic melanoma for ancillary studies","year":2017,"lang":"en","type":"article","venue":"Cytopathology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Melanoma; Immunohistochemistry; Metastatic melanoma; Internal medicine; Pathology; Fine-needle aspiration; Oncology; Biopsy; Dermatology; Cancer research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00307398,0.0007815169,0.0004203303,0.002575268,0.0007620165,0.0006883912,0.0006434041,0.0004909077,0.002691745],"category_scores_gemma":[0.004879525,0.0002730312,0.000343743,0.0009847555,0.0007862914,0.0004816869,0.000669748,0.0003063251,0.001268985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003954933,"about_ca_system_score_gemma":0.000546855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001213749,"about_ca_topic_score_gemma":0.001794982,"domain_scores_codex":[0.9980553,0.0004680256,0.0003170288,0.0003574896,0.0006522533,0.0001499213],"domain_scores_gemma":[0.9956345,0.001396221,0.0007913373,0.0005479223,0.001404984,0.0002250035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001019867,0.0001518138,0.7661875,0.0007923977,0.0001310214,0.01448678,0.001042855,0.0001860794,0.1846195,0.0001560399,0.0006866177,0.0305395],"study_design_scores_gemma":[0.0001102344,0.002568351,0.6492772,0.0008077425,0.0005942918,0.10884,0.002654159,0.001545875,0.209349,0.0002513375,0.0239537,0.00004814868],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9721582,0.01062353,0.009162659,0.000195081,0.0001774706,0.0003949878,0.0008130744,0.000166334,0.00630874],"genre_scores_gemma":[0.9886309,0.002209955,0.007060909,0.0001925137,0.00006957039,0.0001074226,0.001054715,0.00004236145,0.0006317276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00307398,"threshold_uncertainty_score":0.01625693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2499192904559643,"score_gpt":0.3853401480507863,"score_spread":0.135420857594822,"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."}}