{"id":"W4403061569","doi":"10.58931/cdt.2024.53126","title":"Low-tech Treatments for Acne Scarring: CROSS, Subcision, and Injectables","year":2024,"lang":"en","type":"article","venue":"Canadian dermatology today.","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"","keywords":"Acne; Medicine; Acne scars; Dermatology; Dentistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007570393,0.000456287,0.0003516444,0.0009560552,0.0005032648,0.0006475488,0.0003319657,0.0006825881,0.003993537],"category_scores_gemma":[0.0006015177,0.0001313489,0.0005505132,0.0003601857,0.0006779837,0.0007603123,0.0004036847,0.001294814,0.0009071766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004401651,"about_ca_system_score_gemma":0.0004973431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00142764,"about_ca_topic_score_gemma":0.005243212,"domain_scores_codex":[0.9996068,0.00005542941,0.00002470965,0.00004076069,0.0002245116,0.00004787382],"domain_scores_gemma":[0.9997149,0.000106005,0.00008226134,0.00001764389,0.00003785388,0.00004133257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003256364,0.0006064597,0.0028702,0.002038973,0.0000810217,0.002297628,0.0003780721,0.0001910903,0.09309029,0.005042541,0.008810239,0.8842677],"study_design_scores_gemma":[0.0003075147,0.006401118,0.04877211,0.002183897,0.0004536315,0.1424842,0.001229545,0.001415248,0.1307545,0.005052466,0.6607175,0.0002281986],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.09825776,0.7654161,0.06695537,0.006029412,0.001885921,0.000348432,0.00009748017,0.0007996999,0.06020972],"genre_scores_gemma":[0.5255647,0.3415829,0.07599183,0.007893494,0.003679748,0.0003425429,0.0001448908,0.0002872129,0.0445127],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003993537,"threshold_uncertainty_score":0.01335973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01988370609226527,"score_gpt":0.3378828198073465,"score_spread":0.3179991137150813,"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."}}