{"id":"W3187486021","doi":"10.1080/00401706.2021.1945333","title":"New Frontiers of Biostatistics and Bioinformatics","year":2021,"lang":"en","type":"article","venue":"Technometrics","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep Society","funders":"","keywords":"Biostatistics; Atlanta; Volume (thermodynamics); Computer science; Data science; Bioinformatics; Medicine; Biology; Epidemiology; 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":[],"consensus_categories":[],"category_scores_codex":[0.07421153,0.00158516,0.00332465,0.01032605,0.001641185,0.01275563,0.002865861,0.004494651,0.01411624],"category_scores_gemma":[0.1633932,0.001429937,0.002257867,0.008504469,0.01189862,0.0105045,0.005143543,0.01809735,0.006406297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004100467,"about_ca_system_score_gemma":0.01355939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002093421,"about_ca_topic_score_gemma":0.002631295,"domain_scores_codex":[0.9469353,0.03505721,0.002885682,0.002896275,0.0113265,0.0008991461],"domain_scores_gemma":[0.6438291,0.3042404,0.004171998,0.01668206,0.02402833,0.007048033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007560886,0.00005514759,0.001046928,0.001814642,0.0002338018,0.0001037411,0.00077186,0.001332259,0.0004174074,0.1560607,0.5900978,0.2479901],"study_design_scores_gemma":[0.00003394899,0.00004302381,0.001308439,0.001071934,0.00003801976,0.00035398,0.0003098585,0.002726397,0.0001191517,0.364473,0.6294519,0.00007041355],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001183672,0.333019,0.182489,0.3744355,0.08279207,0.0001628841,0.00155466,0.002152582,0.02221065],"genre_scores_gemma":[0.03780355,0.3122534,0.2181833,0.09992738,0.298611,0.0008263344,0.002186442,0.002903256,0.02730533],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07421153,"threshold_uncertainty_score":0.3924728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01376629470649777,"score_gpt":0.2635092168770569,"score_spread":0.2497429221705591,"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."}}