{"id":"W4403653565","doi":"10.21203/rs.3.rs-5013611/v1","title":"Prognostic value of MR visibility/invisibility in men on Active Surveillance","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Hospital; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Invisibility; Visibility; Value (mathematics); Geography; Computer science; Artificial intelligence; Statistics; Mathematics; Meteorology","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":[0.0004913974,0.0004232055,0.0004356358,0.0009797147,0.0003443703,0.0009937542,0.0004490335,0.0008500175,0.004909569],"category_scores_gemma":[0.006293921,0.0003580464,0.0006128191,0.0009991426,0.0005380407,0.000727929,0.0005852989,0.0009709991,0.0004342298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001618014,"about_ca_system_score_gemma":0.0002753361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00207482,"about_ca_topic_score_gemma":0.001244496,"domain_scores_codex":[0.9997587,0.00006909312,0.00002286414,0.00004849893,0.00003081525,0.00006993885],"domain_scores_gemma":[0.9973545,0.0007902674,0.000921329,0.0002082598,0.0001327363,0.0005930353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007177153,0.00003606568,0.9952132,0.00002243193,0.00007931791,0.0002054901,0.00006401228,0.0001533804,0.0002712792,0.00007289972,0.0001337519,0.00303045],"study_design_scores_gemma":[0.00002092191,0.000325012,0.9969674,0.00001926721,0.000158193,0.0009469124,0.0002602539,0.0005353776,0.0001607961,0.0002666412,0.0003266324,0.00001263917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949425,0.001481316,0.0002107995,0.0002348489,0.00003935671,0.000007379592,0.0005360599,0.00001577844,0.002531836],"genre_scores_gemma":[0.9992508,0.0002071655,0.00004685716,0.00001338927,0.00005024873,0.000001405998,0.0001925867,0.000003751271,0.0002337177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004909569,"threshold_uncertainty_score":0.01642418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06064432342401848,"score_gpt":0.442164682170631,"score_spread":0.3815203587466126,"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."}}