{"id":"W2146690103","doi":"10.5858/2007-131-107-pssfss","title":"Prospective step sections for small skin biopsies.","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Medicine; Biopsy; Diagnostic accuracy; Context (archaeology); Prospective cohort study; Radiology; Pathology","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":[0.00261571,0.0005918926,0.0002385683,0.001145203,0.0003833537,0.0005901839,0.0006920532,0.0006623634,0.01277397],"category_scores_gemma":[0.007169825,0.0004873939,0.0003143541,0.0005332431,0.000510868,0.0008202126,0.0006702828,0.0006104495,0.005002688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002095124,"about_ca_system_score_gemma":0.0005061938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004162446,"about_ca_topic_score_gemma":0.002309253,"domain_scores_codex":[0.9989599,0.0004293204,0.0001181912,0.0001776677,0.0002531482,0.00006177969],"domain_scores_gemma":[0.9959691,0.001731371,0.0007490832,0.0007017163,0.0005877211,0.0002611018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002524665,0.0003367862,0.2189664,0.003034461,0.0002114403,0.01413127,0.0007319456,0.00129536,0.3875632,0.002286632,0.01530477,0.3536131],"study_design_scores_gemma":[0.0002926002,0.003805071,0.445169,0.001822569,0.0004164714,0.1619513,0.001252829,0.005317239,0.2554044,0.003019777,0.1214246,0.0001241228],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5895538,0.05294896,0.2959248,0.002803701,0.002360401,0.003722665,0.002252104,0.004893785,0.04553971],"genre_scores_gemma":[0.6574069,0.0121437,0.3190455,0.001210507,0.0006184154,0.0008942629,0.001386958,0.0005733913,0.006720462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01277397,"threshold_uncertainty_score":0.04273313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02294255691222089,"score_gpt":0.2386671934404626,"score_spread":0.2157246365282417,"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."}}