{"id":"W2047802054","doi":"10.1111/j.1600-0846.2005.00076.x","title":"Predictive power of irregular border shapes for malignant melanomas","year":2005,"lang":"en","type":"article","venue":"Skin Research and Technology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; BC Cancer Agency","funders":"","keywords":"Lesion; Melanoma; Receiver operating characteristic; Medicine; Predictive value; Feature (linguistics); Skin lesion; Mathematics; Radiology; Dermatology; Statistics; Pathology; 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":[0.001455421,0.000452922,0.0002806008,0.001893181,0.0002310619,0.0006238406,0.000314933,0.0005127366,0.001589046],"category_scores_gemma":[0.01302414,0.0001443868,0.0003979374,0.0005755068,0.00050571,0.0004227192,0.0004334759,0.0005780793,0.0003364508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002117232,"about_ca_system_score_gemma":0.0002040797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006570047,"about_ca_topic_score_gemma":0.0005777701,"domain_scores_codex":[0.999469,0.0001422341,0.00006377839,0.0001173379,0.0001650817,0.00004260916],"domain_scores_gemma":[0.9870878,0.007958533,0.002585497,0.0008936976,0.0008937623,0.0005808035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003068005,0.00004305278,0.9828704,0.00001870057,0.00003110652,0.0001061307,0.00004578013,0.002831392,0.001046452,0.00004223851,0.0000889379,0.01256909],"study_design_scores_gemma":[0.000015176,0.0002627589,0.9544574,0.00002534454,0.00005953102,0.001208371,0.0001702757,0.04003941,0.002767312,0.0006082834,0.0003659349,0.00002017766],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956163,0.0002286627,0.003305027,0.00004153798,0.00001217483,0.00002344402,0.0001661816,0.0000529658,0.0005537263],"genre_scores_gemma":[0.9989299,0.00003044734,0.0008448698,0.000003078261,0.000007389049,0.000005090561,0.0001410241,0.000004357341,0.00003379327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001893181,"threshold_uncertainty_score":0.007697105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02085415307955691,"score_gpt":0.3403742219275946,"score_spread":0.3195200688480377,"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."}}