{"id":"W4353048824","doi":"10.54299/tmed/bbzi6941","title":"Preparedness for and Management of Conditions of the Skin","year":2023,"lang":"en","type":"article","venue":"Transformative Medicine","topic":"Autoimmune Bullous Skin Diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preparedness; Curriculum; Medicine; Quarter (Canadian coin); Variety (cybernetics); Population; Intensive care medicine; Medical education; Dermatology; Medical emergency; Psychology; Environmental health; Pedagogy; Computer science; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001851957,0.0000817951,0.0002755805,0.00008395974,0.00004991217,5.940743e-7,0.00007120492,0.00002165721,0.00006879034],"category_scores_gemma":[0.0000334992,0.00004748957,0.00006752627,0.0003090766,0.0004353691,0.00003296617,0.00001655166,0.00003757198,0.000001695445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001415606,"about_ca_system_score_gemma":0.00002700307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001480043,"about_ca_topic_score_gemma":0.000002146632,"domain_scores_codex":[0.9992749,0.00001854469,0.0003082467,0.0000804493,0.0002052781,0.0001125731],"domain_scores_gemma":[0.9995017,0.0001052143,0.0000857417,0.0001793632,0.00009054074,0.00003742539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00546833,0.00215107,0.02075515,0.09457942,0.006949764,0.00006750178,0.426581,0.0001643766,0.04508322,0.1860129,0.1166591,0.09552813],"study_design_scores_gemma":[0.01441926,0.001312653,0.8996043,0.005873875,0.001967181,0.0000342419,0.04060714,0.0009593708,0.02189395,0.004839909,0.008289971,0.000198181],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835558,0.0005364974,0.001912584,0.003435043,0.000120499,0.002251901,0.0001835134,0.00005565225,0.007948497],"genre_scores_gemma":[0.9988002,0.0003198208,0.0001215433,0.00007678801,0.00001453623,0.0001132617,0.0000627284,0.000009500091,0.000481642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8788491,"threshold_uncertainty_score":0.1936568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02633668666628756,"score_gpt":0.3305618575281206,"score_spread":0.304225170861833,"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."}}