{"id":"W2399416237","doi":"","title":"Characterization and pattern recognition of color images of dermatological ulcers: a pilot study","year":2014,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Characterization (materials science); Artificial intelligence; Pattern recognition (psychology); Dermatology; Computer vision; Computer science; Medicine; Materials science; Nanotechnology","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":[0.0006793542,0.0003264931,0.0002820674,0.001037228,0.0002293787,0.0003658245,0.0003241487,0.0004286038,0.001644404],"category_scores_gemma":[0.001316597,0.0001316986,0.0003306069,0.0003861249,0.0002849977,0.0003507537,0.0002719386,0.0002017474,0.0004270831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001169955,"about_ca_system_score_gemma":0.0001719812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000825197,"about_ca_topic_score_gemma":0.0008578325,"domain_scores_codex":[0.9997211,0.000072866,0.00002196169,0.0000686914,0.00007529719,0.00004002907],"domain_scores_gemma":[0.9994273,0.0001688454,0.00004479188,0.00007606077,0.0002204504,0.00006261429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001553203,0.005681883,0.07966754,0.0005794238,0.00007800573,0.001933399,0.001143024,0.001487314,0.5884326,0.0002919219,0.0006541045,0.3184976],"study_design_scores_gemma":[0.0001822467,0.02508289,0.6398795,0.00007609357,0.0002653311,0.01779703,0.002964137,0.03240485,0.2732293,0.0004773515,0.007517472,0.0001238168],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986176,0.0003872211,0.01229445,0.00003636217,0.00001426314,0.0002700356,0.00008346959,0.00003594971,0.0007023269],"genre_scores_gemma":[0.9694552,0.0006838277,0.02800352,0.000066039,0.00005454095,0.0001626228,0.0002238035,0.00002178371,0.001328671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001644404,"threshold_uncertainty_score":0.005501091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2135154901072774,"score_gpt":0.4876894754852144,"score_spread":0.274173985377937,"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."}}