{"id":"W3082987789","doi":"10.1111/jocd.13681","title":"The shifting preferences of patients and physicians in nonsurgical hair loss treatment","year":2020,"lang":"en","type":"article","venue":"Journal of Cosmetic Dermatology","topic":"Hair Growth and Disorders","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mediprobe Research (Canada); University of Toronto","funders":"","keywords":"Hair loss; Medicine; Intervention (counseling); Medical prescription; Minoxidil; Hair removal; Coronavirus disease 2019 (COVID-19); Pandemic; Dermatology; Pharmacology; Internal medicine; Psychiatry","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":[0.00005791077,0.00006945,0.0003510101,0.00004841668,0.00002643438,0.000004966101,0.00005535305,0.00003952871,0.000006083912],"category_scores_gemma":[0.000178877,0.00003975008,0.00006085127,0.0001046328,0.000128835,0.00003130679,0.00001414922,0.000109995,0.000001462751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001166299,"about_ca_system_score_gemma":0.00007812075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004663689,"about_ca_topic_score_gemma":0.00001223201,"domain_scores_codex":[0.9992113,0.00007975667,0.0003907512,0.00006090377,0.0001289751,0.0001283475],"domain_scores_gemma":[0.9993546,0.0002443446,0.0001975664,0.00004437233,0.00007355829,0.00008557449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006508789,0.0003005243,0.9633042,0.00006365596,0.00008126861,0.0001710995,0.002339826,0.000005606075,0.00005555031,0.0001978495,0.0002235251,0.03260608],"study_design_scores_gemma":[0.01436649,0.003673492,0.9624093,0.0002007998,0.0002650845,0.0007257425,0.003645742,0.0007765691,0.002150792,0.001612806,0.01000906,0.000164148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896994,0.0007926882,0.0000544498,0.00870708,0.00005227631,0.0000954164,0.000001290556,0.000002375582,0.0005950714],"genre_scores_gemma":[0.9991915,0.0003152719,0.0001143737,0.0003498361,0.00001958607,0.000001445993,7.465798e-7,0.000003941057,0.000003344531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03244193,"threshold_uncertainty_score":0.1620961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01491210556683132,"score_gpt":0.2592949973888484,"score_spread":0.2443828918220171,"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."}}