{"id":"W4413797145","doi":"10.1111/cod.70015","title":"<scp>CHEMIN</scp> —Results From the National Practice Survey in Chronic Hand Eczema Therapeutic Management","year":2025,"lang":"en","type":"article","venue":"Contact Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital","funders":"LEO Pharma","keywords":"Medicine; Daughter; Context (archaeology); Family medicine; Population; Environmental health","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":[0.0006193131,0.0002401361,0.0003654454,0.0001452033,0.0001736915,0.0002059993,0.000257347,0.000105979,0.00008110537],"category_scores_gemma":[0.001181957,0.0001873858,0.0001010102,0.0004030921,0.00006341238,0.0003022079,0.0001121374,0.0003179286,0.0001113495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004642886,"about_ca_system_score_gemma":0.0003091505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00174743,"about_ca_topic_score_gemma":0.003077969,"domain_scores_codex":[0.998015,0.0002217257,0.0006057767,0.0003415237,0.0004846834,0.0003313177],"domain_scores_gemma":[0.9954802,0.003635153,0.0001878002,0.0003806732,0.0002503845,0.00006581569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002918676,0.0008437422,0.123437,0.0006136608,0.003415531,0.000979,0.006358542,0.0001096233,0.003455894,0.00835332,0.787645,0.06449685],"study_design_scores_gemma":[0.00359557,0.00003350474,0.7100675,0.000455418,0.00008265518,0.00002160615,0.000392152,0.0004113782,0.000980364,0.0002209216,0.2836753,0.00006365759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6357459,0.01586355,0.001323598,0.03365372,0.001255865,0.002977276,0.0009313459,0.0002116368,0.3080371],"genre_scores_gemma":[0.9800252,0.001676587,0.0001304451,0.01416012,0.0001331789,0.00009141905,0.0004404194,0.00001904922,0.003323527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5866305,"threshold_uncertainty_score":0.7641372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02721575518671943,"score_gpt":0.2960559542203672,"score_spread":0.2688401990336478,"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."}}