{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006652501,0.003106138,0.01270635,0.0175341,0.0009007393,0.004660217,0.002364924,0.004524944,0.07743068],"category_scores_gemma":[0.04917802,0.001845927,0.007956795,0.01683723,0.001061698,0.003962033,0.002194307,0.003367598,0.004212406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005843381,"about_ca_system_score_gemma":0.01103127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02967111,"about_ca_topic_score_gemma":0.06032368,"domain_scores_codex":[0.9924449,0.002660347,0.00272882,0.0006921912,0.001163198,0.0003105615],"domain_scores_gemma":[0.9724526,0.0178962,0.006127197,0.0004509234,0.002173069,0.0008999769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.002870173,0.00002937153,0.0003791314,0.9325358,0.008147411,0.0000964883,0.00009604194,0.0001325961,0.0002650784,0.0004421792,0.02909564,0.02590996],"study_design_scores_gemma":[0.0262057,0.0009727456,0.008296869,0.7498961,0.1286655,0.0004425739,0.0003833004,0.000537175,0.0005874799,0.001674511,0.08202069,0.0003173357],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003509122,0.9391584,0.001067565,0.004388803,0.001956434,0.007452196,0.03150725,0.0007091701,0.01025113],"genre_scores_gemma":[0.04117285,0.9191961,0.004734369,0.008306314,0.001374985,0.01096071,0.007301399,0.0002506473,0.006702638],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07743068,"threshold_uncertainty_score":0.2590314,"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."}}