{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007846842,0.0002184164,0.0003885427,0.0004517121,0.0002805525,0.000121113,0.0001025808,0.0002876139,0.0001873189],"category_scores_gemma":[0.00008927434,0.0001622451,0.00009639532,0.0002257904,0.0002570405,0.0001117199,0.00003596494,0.0001727504,0.0001107041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002311779,"about_ca_system_score_gemma":0.000837857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003727351,"about_ca_topic_score_gemma":0.00578775,"domain_scores_codex":[0.9984512,0.00003141713,0.0002479482,0.0004559714,0.0001242991,0.0006891523],"domain_scores_gemma":[0.9987723,0.0001537113,0.0000209443,0.0002771969,0.00009039408,0.0006854663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004101781,0.0003362914,0.5907007,0.002192792,0.002511911,0.03063278,0.0009930675,0.000003624633,0.001517969,0.01202583,0.2613769,0.09729801],"study_design_scores_gemma":[0.008928387,0.0007715418,0.1802312,0.001069904,0.0008071539,0.04276724,0.0004450339,0.002115975,0.01971408,0.004918568,0.7372875,0.0009433958],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761547,0.008812195,0.00004923331,0.008641351,0.0003992284,0.0008900216,0.0001447749,0.0001371232,0.0047714],"genre_scores_gemma":[0.9914825,0.0003769831,0.0003138773,0.0007108386,0.00005642164,0.0001536605,0.0001191742,0.00003868139,0.006747843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4759106,"threshold_uncertainty_score":0.6616161,"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."}}