{"id":"W7067778267","doi":"","title":"Musculoskeletal radiology special issue: Guest editors","year":2001,"lang":"en","type":"other","venue":"National University of Singapore","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical imaging; MEDLINE; Feature (linguistics); Computed tomography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001079912,0.001908515,0.002140827,0.003907673,0.001228746,0.002903669,0.001264869,0.0034387,0.07346778],"category_scores_gemma":[0.005783042,0.0006277995,0.0008319324,0.001961865,0.000636368,0.001293843,0.0009002575,0.003014749,0.03641609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001293849,"about_ca_system_score_gemma":0.002203149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003453153,"about_ca_topic_score_gemma":0.01769812,"domain_scores_codex":[0.9990793,0.00008457415,0.0001188109,0.000131804,0.0004398251,0.0001456093],"domain_scores_gemma":[0.9900974,0.000752701,0.0005599921,0.0002388312,0.005690582,0.002660496],"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":[0.00001767626,0.00001115227,0.0001364767,0.0001025002,0.000004041883,0.0003399928,0.000003563413,0.00003051664,0.00006888249,0.00009343152,0.9841759,0.01501608],"study_design_scores_gemma":[0.00002546947,0.00002042906,0.001446214,0.0001842251,0.00001660055,0.001918326,0.00002374534,0.00008623478,0.00007975086,0.0002050492,0.9959823,0.00001161348],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001102353,0.0260859,0.0006033743,0.03863908,0.8440773,0.0001674066,0.0004537965,0.0003009472,0.08856983],"genre_scores_gemma":[0.005569066,0.03145138,0.0007216192,0.01146878,0.6946244,0.00009246243,0.0005002932,0.0002335464,0.2553385],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.07346778,"threshold_uncertainty_score":0.2457742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004504101940510873,"score_gpt":0.2290376341514953,"score_spread":0.2245335322109844,"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."}}