{"id":"W3209847029","doi":"10.1111/jocd.14525","title":"Microneedling for Hair Loss","year":2021,"lang":"en","type":"review","venue":"Journal of Cosmetic Dermatology","topic":"Hair Growth and Disorders","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mediprobe Research (Canada); University of Toronto","funders":"","keywords":"Medicine; Minoxidil; Dermatology; Hair loss; Randomized controlled trial; Clinical trial; Surgery; 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":[0.0002576522,0.0003049225,0.003697194,0.0004982452,0.00004495836,0.00001882069,0.0001978757,0.0004401571,0.00007635628],"category_scores_gemma":[0.0006656101,0.0002285951,0.001501536,0.0002518049,0.00009812265,0.00004051421,0.00003565416,0.0005991806,0.00002683375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007226142,"about_ca_system_score_gemma":0.001743025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.982122e-7,"about_ca_topic_score_gemma":7.274695e-7,"domain_scores_codex":[0.9976958,0.0001487134,0.001405208,0.0001823505,0.000202312,0.0003655971],"domain_scores_gemma":[0.9975972,0.0005810246,0.0009080172,0.0002382146,0.000419053,0.0002565301],"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":[0.00006852297,0.0002342144,0.00005984308,0.04180896,0.001231063,0.003473216,0.00007320427,4.249886e-7,0.000002274467,0.0004965517,0.03357624,0.9189755],"study_design_scores_gemma":[0.001271357,0.0001428559,0.000001221025,0.009904217,0.00299201,0.08570323,0.00006675283,0.000002171296,0.00000925486,0.0001470509,0.8996015,0.0001584246],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005242424,0.9932071,0.003948179,0.0008844067,0.0009102644,0.0004406295,0.000008633833,0.00001019167,0.0005381724],"genre_scores_gemma":[0.00008589331,0.9947245,0.004049733,0.0005191354,0.000310979,0.00001690651,0.00003486139,0.00005501078,0.0002029741],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.918817,"threshold_uncertainty_score":0.9321839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05116468804627139,"score_gpt":0.3908866201890221,"score_spread":0.3397219321427508,"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."}}