{"id":"W4416561516","doi":"10.1016/j.burnso.2025.100435","title":"12 Years of ablative fractional CO2 laser Practice: Logistics, lessons and evolving model of care","year":2025,"lang":"en","type":"article","venue":"Burns Open","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences; Hamilton General Hospital","funders":"Nederlandse Brandwonden Stichting","keywords":"Ablative case; Retrospective cohort study; Scars; Cohort; Laser therapy; Hypertrophic scars; Laser treatment","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001038109,0.00005111665,0.0002094246,0.00006145105,0.00003599885,0.00001521777,0.00008372607,0.00005338513,0.00006802818],"category_scores_gemma":[0.0004869741,0.00003939063,0.00002404611,0.00005502335,0.0001300314,0.00009979357,0.0001683962,0.0001026595,0.000002300379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003565851,"about_ca_system_score_gemma":0.0002486481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003413521,"about_ca_topic_score_gemma":0.00002345829,"domain_scores_codex":[0.9994823,0.00002649586,0.0001363817,0.0001201279,0.0001480461,0.00008669912],"domain_scores_gemma":[0.9992614,0.0002314715,0.00007214776,0.0001414303,0.0002563281,0.00003716467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009955016,0.008611319,0.462312,0.005032943,0.0087235,0.001380552,0.02443541,0.020708,0.0103692,0.1852905,0.1623805,0.1008011],"study_design_scores_gemma":[0.02515676,0.001975516,0.7571703,0.00346397,0.002342942,0.0002088165,0.05429617,0.06239534,0.01643319,0.01252944,0.06328478,0.0007428321],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2889608,0.004368645,0.007436449,0.01764619,0.0002261539,0.002951149,0.0005372919,0.00003475754,0.6778386],"genre_scores_gemma":[0.991176,0.0001963589,0.003570011,0.00009438158,0.000006410933,0.00001100695,0.00001980624,0.000004145279,0.004921894],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7022152,"threshold_uncertainty_score":0.1606303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07368697590319463,"score_gpt":0.4323506241213503,"score_spread":0.3586636482181557,"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."}}