{"id":"W4205123044","doi":"10.1093/jalm/jfab151","title":"<i>The Journal of Applied Laboratory Medicine</i> Special Issue on Autoimmune Diagnostics","year":2021,"lang":"en","type":"article","venue":"The Journal of Applied Laboratory Medicine","topic":"Blood groups and transfusion","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Canadian Electricity Association; University of Toronto; Ottawa Hospital; University Health Network","funders":"","keywords":"Medical laboratory; Medicine; Medical physics; Engineering ethics; Engineering; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002944757,0.002463132,0.00361478,0.005971394,0.001638475,0.00620965,0.002438747,0.006984944,0.03605054],"category_scores_gemma":[0.009479846,0.0007257385,0.002075021,0.002250572,0.002121792,0.002329701,0.001708313,0.006095482,0.02443716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00195668,"about_ca_system_score_gemma":0.002764913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001188308,"about_ca_topic_score_gemma":0.004963005,"domain_scores_codex":[0.997036,0.0004056495,0.0004238507,0.0003760004,0.001397499,0.0003610572],"domain_scores_gemma":[0.9785038,0.004752184,0.001973126,0.0009614789,0.008522818,0.005286682],"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":[0.00005587138,0.00003626178,0.0002857631,0.0003026376,0.00002058295,0.0001917701,0.000008295968,0.00002937369,0.0003330052,0.0003037821,0.9791579,0.01927485],"study_design_scores_gemma":[0.0000353414,0.00009568898,0.003281364,0.0005225874,0.00004474659,0.001364488,0.00004331144,0.0001547123,0.0004056921,0.0009764716,0.9930459,0.00002961323],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0004084084,0.01806727,0.0005839572,0.04102649,0.9186904,0.00007465964,0.0002555911,0.0002121301,0.02068111],"genre_scores_gemma":[0.001403846,0.009257261,0.00041325,0.01638134,0.9521844,0.00004271023,0.0003035127,0.0001298177,0.01988394],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9639494,"threshold_uncertainty_score":0.1206011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008032507559420563,"score_gpt":0.2425502529293449,"score_spread":0.2345177453699243,"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."}}