{"id":"W3021069444","doi":"10.1097/gox.0000000000002796","title":"Laser Resurfacing: Safety and Technique","year":2020,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Laser; Ablative case; Hypopigmentation; Medicine; Erbium; Surgery; Biomedical engineering; Dermatology; Optics","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":[0.0002224381,0.0001898569,0.0006074018,0.00004157798,0.0001222952,0.00008039332,0.0001271866,0.0001089622,0.0003894048],"category_scores_gemma":[0.0009369393,0.0001377532,0.00007940628,0.0003196164,0.0002641323,0.0001710661,0.0003162538,0.0001860478,0.00008122093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009856195,"about_ca_system_score_gemma":0.0002895321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008496077,"about_ca_topic_score_gemma":0.000004707522,"domain_scores_codex":[0.9985884,0.0001060799,0.000329196,0.0004448498,0.0002106344,0.0003208207],"domain_scores_gemma":[0.9985566,0.0006807289,0.00008725659,0.0001584044,0.000101538,0.0004155173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002804187,0.000137906,0.9039505,0.0001222227,0.0004649382,0.001308119,0.00005764098,0.000003341201,0.0002763104,0.001172386,0.007357184,0.08234531],"study_design_scores_gemma":[0.007256275,0.001009727,0.9041505,0.001064963,0.0004448405,0.01117183,0.001334833,0.0008270462,0.007108177,0.002419748,0.06197253,0.001239547],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.877358,0.0003645963,0.002867259,0.004939738,0.0005393559,0.00264836,0.0005377289,0.0001881003,0.1105568],"genre_scores_gemma":[0.9952701,0.0001190043,0.003836708,0.0005122354,0.00004463684,0.00004104376,0.0000327016,0.00001300819,0.000130556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1179121,"threshold_uncertainty_score":0.5617414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0469119535627352,"score_gpt":0.3164437116195287,"score_spread":0.2695317580567935,"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."}}