{"id":"W4412138257","doi":"10.1002/lsm.70043","title":"Current Trends and Future Directions of the Dual 1550‐nm Erbium Glass Fiber and 1927‐nm Thulium Fiber Non‐Ablative Fractional Laser System","year":2025,"lang":"en","type":"review","venue":"Lasers in Surgery and Medicine","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bausch Health","keywords":"Thulium; Ablative case; Fiber laser; Materials science; Erbium; Optics; Fiber; Optical fiber; Laser; Medicine; Physics; Radiation therapy; Composite material; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001964743,0.0006891654,0.001374385,0.003122479,0.0002618533,0.001225654,0.00106868,0.001304694,0.003614995],"category_scores_gemma":[0.001792029,0.0003082158,0.001107025,0.00225649,0.0005534579,0.001725071,0.0005071314,0.001361679,0.0008439453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008153154,"about_ca_system_score_gemma":0.002277529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001784403,"about_ca_topic_score_gemma":0.003007989,"domain_scores_codex":[0.9995207,0.0001033553,0.0001169611,0.0000846433,0.0001400222,0.00003438349],"domain_scores_gemma":[0.9985788,0.0009227608,0.0001879779,0.00002220892,0.0002494149,0.00003894189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001365994,0.00009777403,0.0003879031,0.08415854,0.0002429054,0.0001937971,0.0001156519,0.0003165076,0.001614913,0.004342663,0.01247578,0.8959169],"study_design_scores_gemma":[0.00006470687,0.0002966512,0.002321073,0.03979255,0.001326432,0.001770591,0.0003089012,0.0002897625,0.001126239,0.00439941,0.9482531,0.00005060388],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007182504,0.9992236,0.00005841646,0.0002385223,0.00005492802,0.000003248057,0.000007089309,0.000003289963,0.000339063],"genre_scores_gemma":[0.0005593711,0.9988303,0.0002349877,0.0001784728,0.00005880634,0.000006343149,0.00001216301,9.867914e-7,0.0001186498],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003614995,"threshold_uncertainty_score":0.01209337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03261721521532009,"score_gpt":0.3545667291693725,"score_spread":0.3219495139540524,"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."}}