{"id":"W4239621803","doi":"10.1097/jdn.0000000000000164","title":"Research Highlights","year":2015,"lang":"en","type":"article","venue":"Journal of the Dermatology Nurses’ Association","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Research centre; Suite; Library science; Health science; Medicine; Family medicine; Political science; Medical education; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001092389,0.00008255718,0.000346264,0.0002168454,0.0001402744,0.00001723229,0.0002341776,0.0002522416,0.00002456404],"category_scores_gemma":[0.002732022,0.00005132286,0.0001816523,0.0003224805,0.0001101704,0.0001473015,0.00004130475,0.0006044377,0.0001143294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004358507,"about_ca_system_score_gemma":0.0005487478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003259287,"about_ca_topic_score_gemma":0.000003772993,"domain_scores_codex":[0.9976239,0.0008031877,0.0004378539,0.00008419064,0.0007722678,0.0002786418],"domain_scores_gemma":[0.9973326,0.0003983762,0.0005455147,0.0002062357,0.001330818,0.0001865085],"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":[0.0001861564,0.000172427,0.3707091,0.00001015,0.0001488781,0.0002208941,0.0003642472,0.000003776547,0.00008377872,0.000600511,0.6274188,0.00008138998],"study_design_scores_gemma":[0.005817403,0.0001853805,0.6461882,0.0001981927,0.0005970919,0.01863296,0.001563347,0.0001079211,0.009183342,0.01483636,0.3025222,0.0001676107],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8941087,0.001057185,0.00001264998,0.09093922,0.003113599,0.0001606921,0.000001962044,0.00001706139,0.01058895],"genre_scores_gemma":[0.9954193,0.00003777873,0.00007581293,0.0008336711,0.000256422,0.000002735423,0.000001891343,0.000009551799,0.003362902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3248966,"threshold_uncertainty_score":0.3270684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03962077443513643,"score_gpt":0.3645906658355779,"score_spread":0.3249698914004415,"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."}}