{"id":"W2725869602","doi":"10.1097/der.0000000000000304","title":"Fragrances Categorized According to Relative Human Skin Sensitization Potency","year":2017,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Potency; Skin sensitization; Medicine; Categorization; Sensitization; Toxicology; Artificial intelligence; Computer science; Immunology; Biochemistry; Biology; In vitro","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":[0.001230614,0.0007357362,0.0006015615,0.002996384,0.000251559,0.0007999197,0.0004967111,0.0005809543,0.00817796],"category_scores_gemma":[0.003532838,0.0001111243,0.001222612,0.001626976,0.0003433268,0.0007392971,0.0008440068,0.000624143,0.001781817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004422564,"about_ca_system_score_gemma":0.0004908286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002269098,"about_ca_topic_score_gemma":0.002739516,"domain_scores_codex":[0.9990805,0.0002021368,0.0001036069,0.0002582149,0.0002746862,0.00008082124],"domain_scores_gemma":[0.9972159,0.001528463,0.0005270228,0.0003081546,0.0003209482,0.00009947906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00736111,0.001448909,0.5292948,0.008794524,0.001360042,0.0009797348,0.0002548244,0.03261685,0.03875978,0.003496817,0.02858469,0.3470479],"study_design_scores_gemma":[0.0003278958,0.003008036,0.7517678,0.001356674,0.001069851,0.003193772,0.0006536223,0.03728203,0.04170251,0.006213709,0.1532526,0.000171555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7861686,0.009886398,0.01232007,0.0004961115,0.000131984,0.0006942999,0.1698753,0.0008809814,0.01954627],"genre_scores_gemma":[0.8279797,0.003676938,0.01464407,0.0002951465,0.00005905869,0.0003892384,0.150035,0.00007982628,0.002841091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00817796,"threshold_uncertainty_score":0.027358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01829073767296435,"score_gpt":0.2920247657373337,"score_spread":0.2737340280643693,"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."}}