{"id":"W4214920574","doi":"10.2340/actadv.v102.205","title":"Vocational Guidance for Young Patients with Atopic Dermatitis: A Survey of Physicians’ Opinions and Practices","year":2022,"lang":"en","type":"article","venue":"Acta Dermato Venereologica","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital","funders":"Société Française de Dermatologie et de Pathologie Sexuellement Transmissible","keywords":"Atopic dermatitis; Vocational education; Family medicine; Medicine; Medical education; Dermatology; Psychology; Pedagogy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008643339,0.0001091006,0.0003232139,0.001090729,0.0008266966,0.0007167817,0.0002457223,0.0009550406,0.002454653],"category_scores_gemma":[0.005165927,0.0002041315,0.0003565207,0.001156244,0.0003129459,0.000594195,0.000488052,0.0007072116,0.0004531522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006011465,"about_ca_system_score_gemma":0.0008825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0123074,"about_ca_topic_score_gemma":0.02102409,"domain_scores_codex":[0.9990731,0.000247066,0.0001445841,0.0000800514,0.0002505958,0.0002045141],"domain_scores_gemma":[0.9934478,0.001693073,0.002531822,0.00008561604,0.0006481213,0.00159345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003248478,0.0001278632,0.9937661,0.00002913319,0.00001756781,0.000138031,0.001792395,0.00001576841,0.0001453851,0.00001300252,0.000417336,0.003504911],"study_design_scores_gemma":[0.000006369084,0.000134555,0.9940262,0.00003427637,0.00001042616,0.0003134607,0.004763684,0.00005093797,0.00002550826,0.000007706195,0.0006218267,0.000004935408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997658,0.0003904813,0.00002253975,0.0006100846,0.00001643886,0.00001262453,0.0002233274,0.00000235088,0.001064137],"genre_scores_gemma":[0.9982185,0.0005206675,0.00008371098,0.0005080553,0.00002334774,0.00001449376,0.0001852322,0.000001839483,0.0004442354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0123074,"threshold_uncertainty_score":0.02447152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02769916682146211,"score_gpt":0.2995146799626265,"score_spread":0.2718155131411644,"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."}}