{"id":"W4388585047","doi":"10.18280/i2m.220502","title":"Advanced Sensor-Based Cap Cooling System for Mitigating Chemotherapy-Induced Hair Loss","year":2023,"lang":"en","type":"article","venue":"Instrumentation Mesure Métrologie","topic":"Hair Growth and Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hair loss; Environmental science; Medicine; Dermatology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004289741,0.0002180812,0.0003487423,0.0002006302,0.0001955005,0.00002937647,0.00009040515,0.000162137,0.00001912711],"category_scores_gemma":[0.0002890484,0.0002039442,0.0001617059,0.0004369987,0.00005413348,0.0001065574,0.00001221876,0.0001462956,0.00005514084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001421057,"about_ca_system_score_gemma":0.0002056354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000252658,"about_ca_topic_score_gemma":0.000006761412,"domain_scores_codex":[0.9983683,0.00007042979,0.000410277,0.0003773124,0.0002930877,0.0004805686],"domain_scores_gemma":[0.999058,0.0002429574,0.0001646682,0.0002397794,0.0001528591,0.0001417355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.007424436,0.000300011,0.235247,0.003737619,0.0005534551,0.0002239608,0.002632225,0.009751009,0.5678949,0.001025272,0.002569751,0.1686403],"study_design_scores_gemma":[0.0665208,0.003219872,0.1222261,0.0009514008,0.0004512578,0.00009314896,0.03495156,0.08158743,0.684691,0.0005593813,0.003308562,0.001439556],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900176,0.00003045827,0.003520127,0.003493203,0.0004669762,0.001176983,0.00003189961,0.0008713186,0.0003914562],"genre_scores_gemma":[0.9914827,0.00000661498,0.005989829,0.001705382,0.0001370948,0.0002514974,0.0002995302,0.00004758669,0.00007978794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1672008,"threshold_uncertainty_score":0.8316602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03255810247485972,"score_gpt":0.3234791867863774,"score_spread":0.2909210843115176,"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."}}