{"id":"W2990460670","doi":"10.1097/prs.0000000000006462","title":"Microneedling of Scars: A Large Prospective Study with Long-Term Follow-Up","year":2019,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Scars; Acne scars; Surgery; Dermatology; Prospective cohort study; Adverse effect; Dark skin; Observational study; Internal medicine","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":[0.0002579304,0.0002455307,0.0008585836,0.0003448226,0.0000702773,0.0000196849,0.00007134387,0.00008380482,0.0003892433],"category_scores_gemma":[0.0002191369,0.0001594998,0.0001619742,0.0003543122,0.0001982165,0.000121589,0.00006291977,0.0002523829,0.00008591829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001094852,"about_ca_system_score_gemma":0.0003406752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002550017,"about_ca_topic_score_gemma":0.00002243114,"domain_scores_codex":[0.9981841,0.00008665591,0.0003866231,0.0004743513,0.0004099507,0.0004582651],"domain_scores_gemma":[0.9977139,0.001332174,0.0001933778,0.0003149153,0.0003076755,0.0001379919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00173614,0.0009080434,0.9918616,0.0001774749,0.001134114,0.0003608808,0.0004979597,8.364273e-7,0.0004356015,0.00002366255,0.00002765467,0.002835964],"study_design_scores_gemma":[0.004721178,0.0008174489,0.9876908,0.0005291444,0.0002353916,0.001043148,0.002740073,0.00001484546,0.00200436,0.00001817179,0.000004863748,0.0001805515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960546,0.0001694612,0.00008796603,0.00001203159,0.0006537721,0.001387853,0.00003692822,0.00004521914,0.001552134],"genre_scores_gemma":[0.9991466,0.00001428502,0.0001615604,0.00000735231,0.00003959133,0.00006056243,0.00001712244,0.00002962695,0.0005232515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004170843,"threshold_uncertainty_score":0.6504213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0187491648421132,"score_gpt":0.2765608759233823,"score_spread":0.2578117110812691,"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."}}