{"id":"W2547488678","doi":"10.1093/asj/sjw151","title":"Commentary on: Micro-Needling Depth Penetration, Presence of Pigment Particles, and Fluorescein-Stained Platelets: Clinical Usage for Aesthetic Concerns","year":2016,"lang":"en","type":"letter","venue":"Aesthetic Surgery Journal","topic":"Myofascial pain diagnosis and treatment","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cascades (Canada)","funders":"","keywords":"Dry needling; Medicine; Surgery; Pathology; Acupuncture; Alternative 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001398792,0.0003808822,0.000637055,0.00009662347,0.0001952578,0.00007532138,0.0002380875,0.0004575681,0.0000236913],"category_scores_gemma":[0.00007707449,0.0002876057,0.0004684847,0.0000453327,0.00030376,0.000008092758,0.00007128813,0.0004051998,0.000003665283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004724769,"about_ca_system_score_gemma":0.0002174286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001420494,"about_ca_topic_score_gemma":0.000007986267,"domain_scores_codex":[0.9971049,0.0004874222,0.001032607,0.0005182439,0.000331414,0.0005254073],"domain_scores_gemma":[0.9979273,0.0005948013,0.0006801736,0.0004383391,0.0001810511,0.0001783142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000220543,0.0001851345,0.01125137,0.00003695212,0.0001510387,0.0001605248,0.00002720342,0.0000079301,0.0004866839,0.00000576278,0.9008863,0.08658055],"study_design_scores_gemma":[0.002461212,0.00149742,0.0005921506,0.0008954511,0.0002067711,0.002006608,0.00003742322,0.00002160589,0.01786133,0.000433598,0.9733236,0.0006628659],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6318281,0.003104089,0.000459958,0.3628622,0.0008376965,0.0007301192,0.0001295771,0.00001037612,0.00003794834],"genre_scores_gemma":[0.7093821,0.01379399,0.001231692,0.2693786,0.00486896,0.0002210855,0.0006101406,0.0001866696,0.0003267994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0934836,"threshold_uncertainty_score":0.9999576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0400469982914175,"score_gpt":0.305575245597022,"score_spread":0.2655282473056045,"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."}}