{"id":"W4248606873","doi":"10.1016/b978-1-4160-6110-6.10122-2","title":"Case 122","year":2010,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Otitis Media and Relapsing Polychondritis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001042788,0.0004413394,0.000728195,0.0002109787,0.0001348602,0.00002856237,0.0001073516,0.001053189,0.001311917],"category_scores_gemma":[0.00003523249,0.0003812014,0.000390916,0.00000847902,0.0003412832,0.00001739777,0.00006609534,0.001849323,0.001285288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000575684,"about_ca_system_score_gemma":0.0002269352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001187986,"about_ca_topic_score_gemma":0.00007443981,"domain_scores_codex":[0.9983903,0.00001055667,0.0004187265,0.0004720465,0.0003632913,0.0003451012],"domain_scores_gemma":[0.9985145,0.00005135218,0.0001705256,0.0007705725,0.00007306648,0.0004200135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001751879,0.00002494988,0.000004848254,0.0001406218,0.000133234,0.04753813,0.0001815925,1.728058e-9,0.0002544177,0.0007402899,0.003098992,0.9478654],"study_design_scores_gemma":[0.001134732,0.0001438125,0.000001374355,0.0008091595,0.0004898849,0.06051777,0.000004731553,2.87157e-7,0.0002313677,0.002211863,0.9340956,0.0003594668],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002456718,0.001751796,8.051247e-7,0.0002373323,0.015074,0.0005673912,0.00003729137,0.0001507319,0.981935],"genre_scores_gemma":[0.0003799171,0.0002208718,0.001127253,0.0008705205,0.002026544,0.00001904208,0.00005319309,0.0001898643,0.9951128],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.947506,"threshold_uncertainty_score":0.999864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0153357112544416,"score_gpt":0.2509730117948653,"score_spread":0.2356373005404236,"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."}}