{"id":"W4389062634","doi":"10.21468/scipost.report.6933","title":"Report on scipost_202212_00014v1","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Business","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001420505,0.0005011762,0.0006034341,0.002298751,0.001916767,0.005101607,0.001441824,0.001667609,0.8901241],"category_scores_gemma":[0.009755404,0.0002336662,0.0004151582,0.002315314,0.0006303077,0.001775484,0.003001184,0.001447007,0.8031241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001270211,"about_ca_system_score_gemma":0.002660523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001663182,"about_ca_topic_score_gemma":0.004901911,"domain_scores_codex":[0.9986021,0.0001417015,0.00004060622,0.0001768396,0.0008599916,0.0001788458],"domain_scores_gemma":[0.9938242,0.000526816,0.0002027115,0.0008034371,0.002620602,0.002022152],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003140881,0.00002610341,0.00009164214,0.00006947533,0.000003026419,0.00005205234,0.00001738134,0.0000524639,0.0002262276,0.002637953,0.9619727,0.03481951],"study_design_scores_gemma":[0.00000627644,0.0000131114,0.0002687388,0.00002979694,0.00000107664,0.00001785549,0.00002167577,0.00008275129,0.0002104539,0.0008140095,0.9985303,0.000003913118],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00127384,0.0004653252,0.001556898,0.009805486,0.01156766,0.0003490623,0.02619167,0.003482145,0.945308],"genre_scores_gemma":[0.00263537,0.000198481,0.0003867301,0.0004698133,0.001059274,0.00008054731,0.006191755,0.0006298156,0.9883482],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9985795,"threshold_uncertainty_score":0.1567246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03517881524196333,"score_gpt":0.3849910840147989,"score_spread":0.3498122687728356,"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."}}