{"id":"W4312087336","doi":"10.1002/alz.065184","title":"Qrater: collaborative imaging quality control tool","year":2022,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Douglas Mental Health University Institute; McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Computer science; Upload; Timestamp; Artificial intelligence; Image quality; Image (mathematics); Quality (philosophy); Control (management); Computer vision; Database; Information retrieval; World Wide Web; Real-time computing","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":[],"consensus_categories":[],"category_scores_codex":[0.02294286,0.002993512,0.001833106,0.004503563,0.0007886036,0.004469177,0.003774662,0.001330867,0.06270811],"category_scores_gemma":[0.08332116,0.001566133,0.002221675,0.002261616,0.0009433185,0.003884152,0.005868295,0.002478433,0.02641522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008692585,"about_ca_system_score_gemma":0.002421591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001545752,"about_ca_topic_score_gemma":0.001609759,"domain_scores_codex":[0.987428,0.003750828,0.002065185,0.002462575,0.003821981,0.0004713404],"domain_scores_gemma":[0.9397172,0.03318135,0.004289147,0.008792887,0.01251987,0.001499525],"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":[0.003223503,0.0005257039,0.006805745,0.00436309,0.0006114187,0.0009342826,0.001898455,0.009246176,0.01497235,0.009704848,0.4542278,0.4934867],"study_design_scores_gemma":[0.002861747,0.001471631,0.02790095,0.002309987,0.000631543,0.002390488,0.0009610463,0.2115486,0.07925303,0.04948933,0.6197903,0.001391427],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.005217033,0.0005442896,0.5055202,0.0007423947,0.0002362188,0.001697198,0.01453636,0.4667981,0.004708148],"genre_scores_gemma":[0.08979274,0.00071521,0.7792919,0.001301209,0.0002682077,0.006149664,0.0332125,0.07758862,0.01167983],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.06270811,"threshold_uncertainty_score":0.2097795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02686550898617904,"score_gpt":0.3380119539902506,"score_spread":0.3111464450040716,"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."}}