{"id":"W4231442645","doi":"10.1111/j.1778-428x.2007.00053.x","title":"Speaker abstracts","year":2007,"lang":"en","type":"article","venue":"Transfusion Alternatives in Transfusion Medicine","topic":"Blood transfusion and management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Impact; London Health Sciences Centre; University of Toronto; University of British Columbia; Université Laval; Université de Montréal; Western University","funders":"","keywords":"Citation; Medicine; Information retrieval; Library science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001106441,0.0009331338,0.0007426374,0.001099511,0.00132099,0.003838343,0.001473074,0.002472109,0.859326],"category_scores_gemma":[0.004525737,0.000268974,0.0005613407,0.0008083219,0.0002980866,0.002237888,0.002364424,0.002022256,0.6529233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009871484,"about_ca_system_score_gemma":0.00163393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001307189,"about_ca_topic_score_gemma":0.00206847,"domain_scores_codex":[0.9991729,0.0001053322,0.00005587484,0.0001851245,0.0003551765,0.0001255848],"domain_scores_gemma":[0.9974699,0.0003072215,0.000092619,0.0001306805,0.001211239,0.0007883771],"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":[0.00006002658,0.00001604688,0.00007272185,0.0001051284,0.000002135444,0.00007497979,0.00002696571,0.00002150371,0.0002024841,0.0009974721,0.9603205,0.03809992],"study_design_scores_gemma":[0.00001320067,0.0000166548,0.0002852375,0.00006860582,0.000002601299,0.0001269784,0.00006409706,0.00004493366,0.00009470312,0.0004548838,0.9988232,0.000004866656],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001313545,0.003181222,0.00178685,0.02463979,0.06704064,0.0003758751,0.009606933,0.001854118,0.890201],"genre_scores_gemma":[0.006194793,0.001807943,0.0007436319,0.005630725,0.01299285,0.0001815623,0.004320777,0.0007168317,0.967411],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.140674,"threshold_uncertainty_score":0.2006543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02503188741327518,"score_gpt":0.3280328005547777,"score_spread":0.3030009131415025,"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."}}