{"id":"W2333901929","doi":"10.2310/6620.2010.10057","title":"Teaching Interventions in Contact Dermatitis","year":2011,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Apprenticeship; Psychological intervention; Medicine; Multitude; Context (archaeology); Allergic contact dermatitis; Public health; Family medicine; Environmental health; Nursing; Allergy; Political science; Immunology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001373697,0.0001652811,0.000349273,0.0002694786,0.00008756037,0.00003410833,0.0001137418,0.00007491354,0.001930681],"category_scores_gemma":[0.00007717207,0.0001603908,0.0002201308,0.0001222466,0.00003100118,0.0003635586,0.00005745674,0.0003150446,0.0002676009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007312123,"about_ca_system_score_gemma":0.00003951624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002167604,"about_ca_topic_score_gemma":0.001713455,"domain_scores_codex":[0.9987406,0.0000805874,0.0005426792,0.0001772527,0.0001748732,0.0002840712],"domain_scores_gemma":[0.999414,0.00004328733,0.0001017125,0.0002757827,0.00004407171,0.0001210921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002670444,0.001818656,0.6379591,0.002591338,0.0004423301,0.004796961,0.03742228,0.000001594996,0.0007417619,0.05093905,0.1036849,0.1595754],"study_design_scores_gemma":[0.001276429,0.0001322521,0.9595129,0.001178745,0.00003791736,0.0006071908,0.0006333675,0.0001898727,0.0005685004,0.0006585774,0.03501584,0.0001883829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7690932,0.000947002,0.001516533,0.005299483,0.0003651494,0.0005671124,0.00003178508,0.0002292779,0.2219505],"genre_scores_gemma":[0.992068,0.0001423664,0.002053185,0.004767652,0.00005352236,0.00005578915,0.00003979161,0.00002386179,0.0007958334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3215539,"threshold_uncertainty_score":0.9989817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0404435086477433,"score_gpt":0.2868578192770125,"score_spread":0.2464143106292692,"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."}}