{"id":"W4410864612","doi":"10.1111/pde.15986","title":"Clinical Features and Current Therapeutic Approaches to Monilethrix: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"Pediatric Dermatology","topic":"Hair Growth and Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Alberta","funders":"","keywords":"Medicine; Dermatology; Therapeutic modalities; Treatment modality; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005407438,0.0005921344,0.00667804,0.0005340667,0.00006417424,0.00002125702,0.000293519,0.000550622,0.00001449803],"category_scores_gemma":[0.001460383,0.0003985239,0.0008265901,0.0008532655,0.00007680676,0.00002564191,0.0001799921,0.0008945127,0.0001775636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003530879,"about_ca_system_score_gemma":0.0008232731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001814512,"about_ca_topic_score_gemma":0.000001626776,"domain_scores_codex":[0.9957716,0.0009324926,0.001828704,0.0007433138,0.0002466472,0.0004771695],"domain_scores_gemma":[0.9969861,0.001359199,0.00045479,0.0007430276,0.0000543956,0.0004024984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004139808,0.00009148383,0.0002187761,0.7847386,0.0001482487,0.00003828023,0.00001489641,3.157437e-9,8.71345e-11,0.0002405925,0.00931329,0.2051917],"study_design_scores_gemma":[0.000488244,0.00007972962,0.00003669916,0.42494,0.0321975,0.002615259,0.00001505194,0.000001313064,4.469662e-9,0.00007445386,0.5390729,0.0004787426],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001084684,0.9911276,0.0001062051,0.001026171,0.0005442406,0.006160155,0.0000163578,0.00009257878,0.0009256407],"genre_scores_gemma":[0.00001075625,0.9959996,0.0001157646,0.002015466,0.0002477885,0.001246597,0.00008746902,0.00004170304,0.000234859],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5297596,"threshold_uncertainty_score":0.9998466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1464596336172463,"score_gpt":0.4100073088743263,"score_spread":0.26354767525708,"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."}}