{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002301314,0.0003855257,0.0003781735,0.0003349846,0.0002100821,0.0002714366,0.0006733583,0.000384557,0.00231067],"category_scores_gemma":[0.000425102,0.0001641974,0.0002785255,0.0001781833,0.000231457,0.0004320885,0.0003158841,0.0003193037,0.0004285133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001515557,"about_ca_system_score_gemma":0.0002201647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002474541,"about_ca_topic_score_gemma":0.0003106475,"domain_scores_codex":[0.9997366,0.00004229664,0.000009603333,0.00005470794,0.0001292264,0.00002758523],"domain_scores_gemma":[0.9998265,0.00003966701,0.00003632174,0.00001844946,0.00006123098,0.00001779142],"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":[0.0004846037,0.0001037329,0.001299871,0.0005235386,0.00003408093,0.0002643289,0.0001050578,0.001493221,0.9113438,0.0005027274,0.001869005,0.08197603],"study_design_scores_gemma":[0.0001189872,0.003237389,0.01192957,0.000071913,0.0001556258,0.002458339,0.00009631185,0.03483843,0.9034393,0.0003543101,0.04320678,0.00009297691],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6118683,0.01096642,0.3598246,0.0005835837,0.001192226,0.0006935907,0.0006270024,0.002985322,0.01125899],"genre_scores_gemma":[0.9417199,0.001626503,0.05084405,0.0003665158,0.0002325151,0.0001708548,0.0002001967,0.00009307217,0.004746398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00231067,"threshold_uncertainty_score":0.007729948,"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."}}