{"id":"W4401906926","doi":"10.1097/dss.0000000000004379","title":"Nonablative Fractional Diode Laser Resurfacing (1440 nm and 1927 nm) for Photoaged Skin","year":2024,"lang":"en","type":"article","venue":"Dermatologic Surgery","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Allergan; Galderma; Bausch Health; Ortho Dermatologics","keywords":"Erythema; Medicine; Dermatology; Photoaging; Intense pulsed light; Skin Aging; Adverse effect; Edema; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0004576451,0.0002417767,0.0005793652,0.0002892282,0.0002335096,0.00007119464,0.00005272394,0.0002065428,0.0002288504],"category_scores_gemma":[0.0004342465,0.0001608965,0.0002381262,0.0002731537,0.0001807551,0.0001714189,0.00005625516,0.0003068119,0.00009657935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000071592,"about_ca_system_score_gemma":0.000194241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003850102,"about_ca_topic_score_gemma":0.000003549985,"domain_scores_codex":[0.9982015,0.0001205735,0.000383841,0.0004886223,0.0003166021,0.000488794],"domain_scores_gemma":[0.9963586,0.003090679,0.00006154777,0.0002087564,0.0001000018,0.0001803771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001714873,0.0009958275,0.4416031,0.003081392,0.002350533,0.01564774,0.001167792,0.00003295149,0.002033937,0.001985903,0.4895969,0.03978902],"study_design_scores_gemma":[0.004326534,0.0002834976,0.3282517,0.001606243,0.0006086978,0.01727262,0.002074854,0.0124017,0.04252897,0.00550538,0.5837587,0.001381068],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818613,0.004153162,0.0005989115,0.005829536,0.0006714474,0.0007522628,0.00009731869,0.0002861476,0.005749945],"genre_scores_gemma":[0.9952872,0.000408445,0.0005351268,0.0009931402,0.0001016352,0.0001910921,0.0001699623,0.00002902839,0.002284347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1133514,"threshold_uncertainty_score":0.6561168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04970014152032469,"score_gpt":0.3367590283638044,"score_spread":0.2870588868434797,"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."}}