{"id":"W6922767249","doi":"10.1371/journal.pgen.1010892.s015","title":"Direct comparison PBSn1 tests.","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outlier; Missing data; Gene; Distribution (mathematics)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007222906,0.002109405,0.003937266,0.003571164,0.002535328,0.00285791,0.004004253,0.001966506,0.3736552],"category_scores_gemma":[0.03322863,0.000891972,0.003628721,0.003908514,0.001773854,0.003256242,0.00317048,0.005452706,0.05505253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001370288,"about_ca_system_score_gemma":0.003125646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002599034,"about_ca_topic_score_gemma":0.004935261,"domain_scores_codex":[0.9861543,0.003738616,0.0008655265,0.005356728,0.002445124,0.001439662],"domain_scores_gemma":[0.9777142,0.01559407,0.0009598549,0.002784152,0.00198881,0.000958898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.006005636,0.0009371759,0.02633072,0.007126777,0.00354205,0.001617748,0.001065097,0.002799711,0.02564532,0.01782392,0.772346,0.1347598],"study_design_scores_gemma":[0.00275063,0.004676088,0.1171382,0.001901546,0.002532501,0.003774187,0.003933535,0.02515746,0.04286682,0.05423339,0.7404749,0.0005607472],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.08415185,0.002463574,0.1965131,0.003173341,0.008709124,0.002619255,0.5845503,0.04795044,0.06986909],"genre_scores_gemma":[0.330731,0.0009966127,0.3129834,0.00645399,0.001197552,0.01413101,0.2148652,0.0383937,0.08024747],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3736552,"threshold_uncertainty_score":0.8934048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06196666859055461,"score_gpt":0.3425077079252864,"score_spread":0.2805410393347318,"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."}}