{"id":"W2324793279","doi":"10.1097/prs.0b013e3182454377","title":"Discussion","year":2012,"lang":"en","type":"letter","venue":"Plastic & Reconstructive Surgery","topic":"Dermatological and Skeletal Disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Banff Centre","funders":"","keywords":"Suite; Library science; Political science; Computer science; Law","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001050239,0.0004077928,0.0005010304,0.0001175752,0.00008996014,0.00002957914,0.0001776584,0.001019785,0.0004143156],"category_scores_gemma":[0.0006587329,0.0002612968,0.0004226411,0.00009147411,0.0003268436,0.000006446843,0.0001325341,0.0007014343,0.0002493226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001615977,"about_ca_system_score_gemma":0.0001043208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003596758,"about_ca_topic_score_gemma":0.000002462319,"domain_scores_codex":[0.9981126,0.000159899,0.0003623446,0.0005516231,0.0002104252,0.0006031426],"domain_scores_gemma":[0.9988791,0.0004163657,0.000209077,0.000326277,0.00006385898,0.0001052947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003221484,0.00002681877,0.01395803,0.0001066155,0.0001425141,0.00006026078,0.000005259095,5.234528e-7,0.0008155618,0.000005510498,0.9711028,0.01374388],"study_design_scores_gemma":[0.0001054671,0.0000283632,0.003500173,0.00007063655,0.00005861211,0.000270266,0.0000227193,0.000002412423,0.0006494123,0.0002756438,0.9944338,0.0005825348],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5054538,0.009816859,0.005962873,0.3643969,0.04929875,0.001974264,0.002088182,0.0004652535,0.0605432],"genre_scores_gemma":[0.5054143,0.001030223,0.0007541652,0.4431137,0.0209325,0.0003597022,0.01287558,0.0004182729,0.01510154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07871684,"threshold_uncertainty_score":0.9999839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01340652752598881,"score_gpt":0.2171591624698632,"score_spread":0.2037526349438744,"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."}}