{"id":"W4283576283","doi":"10.1097/prs.0000000000009466","title":"Microneedling Outcomes in Early Postsurgical Scars","year":2022,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Scars; Surgery; Sequela; Percutaneous","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003098208,0.0001672857,0.0005924376,0.0005231029,0.0001600394,0.00001847039,0.00006474788,0.00005685888,0.0008257827],"category_scores_gemma":[0.0003878073,0.0001312404,0.000197906,0.0003618911,0.0001761721,0.00006508048,0.0001235619,0.0004638566,0.00005280766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002313427,"about_ca_system_score_gemma":0.0002414612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001134224,"about_ca_topic_score_gemma":0.000004002718,"domain_scores_codex":[0.9983024,0.0001582463,0.0003750597,0.0003435025,0.000377562,0.0004432123],"domain_scores_gemma":[0.9967595,0.002830905,0.00007712147,0.0001438259,0.00004684802,0.0001418243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002767026,0.0002508158,0.986576,0.00001838158,0.0001337788,0.001494366,0.000112548,0.000008781473,0.0001282226,0.00005211544,0.00015257,0.01079574],"study_design_scores_gemma":[0.001132295,0.00009384468,0.994005,0.00004523449,0.00003267705,0.003046368,0.0007889285,0.00008694538,0.0001407938,0.0001158045,0.0003516896,0.0001604312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962839,0.0001755356,0.0000120581,0.0002668477,0.0008951754,0.0002440828,0.00004581459,0.0000458018,0.002030745],"genre_scores_gemma":[0.9992346,0.00001847262,0.0001734468,0.00005519006,0.000026533,0.00007868692,0.00002312414,0.0000183933,0.0003715283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01063531,"threshold_uncertainty_score":0.9041742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02699199888328883,"score_gpt":0.2813400041606541,"score_spread":0.2543480052773652,"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."}}