{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000304255,0.00008734307,0.0001264277,0.0001573396,0.00008693922,0.00001718521,0.00003570659,0.00005194879,0.00002646416],"category_scores_gemma":[0.000126847,0.0000792505,0.00009068404,0.0001987944,0.0000280773,0.00002034748,0.00002006752,0.00008169439,0.00001751936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001798542,"about_ca_system_score_gemma":0.00001167321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004216762,"about_ca_topic_score_gemma":0.000353401,"domain_scores_codex":[0.9992214,0.000005343284,0.0001537452,0.0002002948,0.00009984749,0.0003193916],"domain_scores_gemma":[0.9995015,0.00004570185,0.00004074814,0.0001595761,0.0001116093,0.0001408636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001340134,0.0005435771,0.01030628,0.0001691355,0.0004010596,0.0001037,0.0003443774,0.000007218475,0.0003363744,0.003339819,0.01283258,0.9702758],"study_design_scores_gemma":[0.001781783,0.0001484446,0.5535468,0.000005476561,0.0001152688,0.000219525,0.0004541889,0.00005477166,0.007384508,0.0001595293,0.4359947,0.0001350187],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6540747,0.0001950971,0.08477648,0.002806254,0.003103742,0.01340474,0.00002317098,0.0008213014,0.2407945],"genre_scores_gemma":[0.959372,0.000006620104,0.001457194,0.0006151677,0.0004536334,0.001827271,0.000007198716,0.00002072904,0.03624013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9701407,"threshold_uncertainty_score":0.3231741,"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."}}