{"id":"W4391509310","doi":"10.2196/41657","title":"From the Cochrane Library: Visual Inspection and Dermoscopy, Alone or in Combination, for Diagnosing Keratinocyte Skin Cancers in Adults","year":2024,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Keratinocyte; Dermatology; Cochrane Library; Visual inspection; Pathology; Meta-analysis; Computer science; Biology; Artificial intelligence; Cell culture","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000057806,0.0001470579,0.0003920727,0.0001532655,0.00007671423,0.00003866699,0.00005522109,0.0001112481,0.00003193276],"category_scores_gemma":[0.00008755539,0.0001068744,0.00002897167,0.000339051,0.0001435175,0.000176935,0.00005216538,0.0002071239,0.00000476623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001597217,"about_ca_system_score_gemma":0.0001850575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009030504,"about_ca_topic_score_gemma":0.005344078,"domain_scores_codex":[0.9989569,0.00007731785,0.0003205566,0.0003210517,0.00009894068,0.0002252222],"domain_scores_gemma":[0.9987554,0.001025356,0.00004787771,0.0001135102,0.00002146503,0.00003640745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002718857,0.0002414703,0.9025865,0.001484491,0.0001800416,0.001188176,0.01738984,0.000007024928,0.0001590404,0.0009937149,0.05655839,0.01649247],"study_design_scores_gemma":[0.009317989,0.0004238857,0.9550973,0.003274665,0.00006263299,0.000646393,0.002470301,0.01246541,0.005172701,0.001248592,0.009541829,0.0002782885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9653685,0.01023487,0.0001094594,0.02246564,0.0004522703,0.001122207,0.0000233482,0.00008845966,0.0001352395],"genre_scores_gemma":[0.996003,0.001364969,0.0003377776,0.001130308,0.0001886102,0.0008348933,0.00006733737,0.0000300607,0.00004310056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05251084,"threshold_uncertainty_score":0.4358212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01083829325481503,"score_gpt":0.3276346185925534,"score_spread":0.3167963253377384,"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."}}