{"id":"W6959971474","doi":"10.11575/prism/45621","title":"Field testing a new ICD coding system: methods and early experiences with ICD-11 Beta Version 2018","year":2022,"lang":"en","type":"other","venue":"University of Calgary","topic":"Fern and Epiphyte Biology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Usability; Coding (social sciences); Chart; Data collection; Missing data; Source code; Field (mathematics)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001043215,0.0001223133,0.0002496562,0.00002867665,0.00017689,0.00000957051,0.0002323026,0.0001563626,0.004373769],"category_scores_gemma":[0.00001453185,0.00005830716,0.00004448148,0.000144362,0.0001038863,0.00003634388,0.000189813,0.0001087285,0.000004156837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002485765,"about_ca_system_score_gemma":0.00001710702,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02009736,"about_ca_topic_score_gemma":0.001050426,"domain_scores_codex":[0.9993007,0.0001117972,0.0000672738,0.0002655376,0.0001080049,0.0001467268],"domain_scores_gemma":[0.99951,0.000206031,0.000133849,0.00005204049,0.00001374985,0.00008436041],"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":[0.0006665417,0.00009517442,0.07469288,0.0003757125,0.0002203395,0.0002363593,0.004415011,4.270836e-7,0.0131674,0.000655347,0.6831431,0.2223317],"study_design_scores_gemma":[0.000341316,0.001442955,0.009723495,0.0002783524,0.00007894695,0.00002228735,0.02155515,0.00004262129,0.0001558798,0.000005283642,0.9659894,0.0003643372],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3790596,0.001571581,0.0003590559,0.0003382668,0.00042993,0.0004118621,0.00003028949,0.0002666189,0.6175328],"genre_scores_gemma":[0.1410641,0.0004355012,0.05085073,0.0003605884,0.0009408467,0.000002828747,0.0001645183,0.00003273922,0.8061481],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2828463,"threshold_uncertainty_score":0.9965364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02311709664981591,"score_gpt":0.2199286695211388,"score_spread":0.1968115728713229,"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."}}