{"id":"W4412676711","doi":"10.1007/978-3-031-77987-9_7","title":"Clinical, Imaging, and Histological Findings in Alopecias","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Hair Growth and Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001854514,0.0005288508,0.0004688518,0.00115937,0.0002258535,0.0007271168,0.0005038281,0.0009534768,0.01507826],"category_scores_gemma":[0.0005582093,0.0002381774,0.0003270195,0.0004599544,0.0003872784,0.000766697,0.0004336096,0.001394638,0.006175464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000238301,"about_ca_system_score_gemma":0.0001800625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007167411,"about_ca_topic_score_gemma":0.001771085,"domain_scores_codex":[0.9999053,0.00001498769,0.00001057894,0.00001185138,0.00004524005,0.00001194263],"domain_scores_gemma":[0.9997732,0.0001530876,0.00001307366,0.00001068778,0.00003059134,0.00001926814],"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":[0.0002099619,0.0002494753,0.002993159,0.00121287,0.00003551269,0.02385595,0.0004565124,0.0008728552,0.01378099,0.02170149,0.3060884,0.6285428],"study_design_scores_gemma":[0.00003373012,0.0001664196,0.01174771,0.001406419,0.00004853526,0.1900005,0.0002915068,0.0009354975,0.002587185,0.01984274,0.7728963,0.00004336245],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01364976,0.3048981,0.01078807,0.00692308,0.004293402,0.0001705314,0.0009568936,0.0006959923,0.6576242],"genre_scores_gemma":[0.07917888,0.1782678,0.01910208,0.008949471,0.006952912,0.000204506,0.001243086,0.0003098613,0.7057915],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01507826,"threshold_uncertainty_score":0.05044174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02826570093789171,"score_gpt":0.3184702354423299,"score_spread":0.2902045345044382,"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."}}