{"id":"W4414144265","doi":"10.46889/jdr.2025.6303","title":"Real-world Experience to Understand the Use and Efficacy of Sebamed® Anti-Hair-Loss Shampoo in Managing Hair Fall","year":2025,"lang":"en","type":"article","venue":"Journal of Dermatology Research","topic":"Hair Growth and Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"","keywords":"Shampoo; Hair loss; Tolerability; Hair care; Observational study; Body hair; Side effect (computer science)","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":[0.001038047,0.0001545565,0.0002186953,0.0004227262,0.0004788203,0.0007711896,0.0002514674,0.0005204959,0.001884467],"category_scores_gemma":[0.005400212,0.0001588536,0.0002804879,0.0002410217,0.0004766327,0.000780838,0.0005768308,0.0004882234,0.0002265229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003217621,"about_ca_system_score_gemma":0.0003268375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001933383,"about_ca_topic_score_gemma":0.00222368,"domain_scores_codex":[0.9989595,0.0005326708,0.00008278695,0.00006211334,0.0001922471,0.000170638],"domain_scores_gemma":[0.997426,0.0007471653,0.001064114,0.00006694382,0.0002869652,0.000408964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001273807,0.0002719548,0.9448512,0.0001696656,0.00005272673,0.0009103457,0.0379411,0.0001416135,0.001465853,0.00006566786,0.0006231302,0.01337942],"study_design_scores_gemma":[0.0000120218,0.001102144,0.8683978,0.0001211479,0.0000318457,0.003536302,0.1228447,0.0004610826,0.0002825164,0.00006808893,0.003104035,0.00003835665],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989275,0.0002355653,0.00007069688,0.000211024,0.000006369209,0.000008548806,0.00003913121,0.000001715396,0.0004996037],"genre_scores_gemma":[0.9995006,0.0001883051,0.0000737088,0.0001003376,0.000007015854,0.000004599973,0.00002214184,6.794227e-7,0.0001026393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001933383,"threshold_uncertainty_score":0.006304145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09718688903970499,"score_gpt":0.4226280759615659,"score_spread":0.325441186921861,"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."}}