{"id":"W3162352772","doi":"10.12968/joan.2021.10.4.144","title":"Microneedling: mechanism of action and indications","year":2021,"lang":"en","type":"article","venue":"Journal of Aesthetic Nursing","topic":"Skin Protection and Aging","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"","keywords":"Mechanism (biology); Action (physics); Chemistry; Medicine; Philosophy; Epistemology; Physics","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":[0.0007838439,0.0007092326,0.0005715567,0.001285602,0.000391037,0.001104775,0.0005531655,0.00262436,0.001977142],"category_scores_gemma":[0.0005735417,0.0002843455,0.0006022396,0.0004503675,0.001037801,0.001480511,0.0004959079,0.002184067,0.001133427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007632322,"about_ca_system_score_gemma":0.0005380817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006866447,"about_ca_topic_score_gemma":0.000803361,"domain_scores_codex":[0.9995064,0.00006984288,0.00004742732,0.00006520673,0.0002769895,0.00003419654],"domain_scores_gemma":[0.9997441,0.0001124133,0.00004102323,0.00001049334,0.00007185518,0.00002016375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003787725,0.0002612411,0.001072431,0.005419745,0.00005556986,0.002221218,0.0004038722,0.0008350979,0.1330688,0.04569485,0.05680978,0.7537786],"study_design_scores_gemma":[0.0001023223,0.001529157,0.004080523,0.001802853,0.000103097,0.03562464,0.0002582609,0.001495802,0.06680086,0.02743586,0.8606058,0.0001609219],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.007519901,0.9354749,0.01181871,0.02122427,0.002994714,0.00008506229,0.0001635744,0.0003090827,0.02040978],"genre_scores_gemma":[0.099131,0.8171241,0.02574198,0.01282861,0.005344298,0.0001960472,0.000171896,0.0000923849,0.0393696],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00262436,"threshold_uncertainty_score":0.006614208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02975052579388851,"score_gpt":0.3236188830477522,"score_spread":0.2938683572538637,"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."}}