{"id":"W2143271221","doi":"10.2310/6620.2008.00012t","title":"Late Reading of Patch Tests","year":2008,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Patch testing; Reading (process); Patch test; Dermatology; Contact dermatitis; Immunology; Linguistics","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":[],"consensus_categories":[],"category_scores_codex":[0.00003025258,0.0000792071,0.0002315154,0.00006758955,0.00005297428,0.000004837886,0.00004441383,0.00003864723,0.000288598],"category_scores_gemma":[0.00004699894,0.00007085555,0.00006737107,0.0001073545,0.00004568189,0.00009498364,0.00002157995,0.00007028038,0.00007952988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001537558,"about_ca_system_score_gemma":0.00003917559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002115002,"about_ca_topic_score_gemma":0.00003192523,"domain_scores_codex":[0.9993668,0.00001280646,0.0002381784,0.00008408642,0.000165898,0.0001322163],"domain_scores_gemma":[0.999576,0.00004198193,0.00006870332,0.0001806674,0.00006933586,0.00006333017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009286334,0.0001754994,0.8016466,0.0004700747,0.0001438254,0.001660089,0.004755711,0.000007200218,0.009440736,0.0008634498,0.1585617,0.02226585],"study_design_scores_gemma":[0.0006387623,0.00005379804,0.9496815,0.0002003425,0.00001735281,0.0008118364,0.00004808558,0.0002376675,0.01061845,0.0000901622,0.03751271,0.00008938295],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730046,0.0002447871,0.00006966606,0.002025011,0.00008138349,0.0001085941,0.000009640568,0.00005570114,0.02440064],"genre_scores_gemma":[0.9956906,0.0005872597,0.0008000179,0.001450734,0.00005280948,0.000006123581,0.0000171726,0.00001168175,0.001383538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1480348,"threshold_uncertainty_score":0.3159946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01887683309578867,"score_gpt":0.2511934061069338,"score_spread":0.2323165730111451,"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."}}