{"id":"W4294845321","doi":"10.1101/2022.09.06.22279630","title":"Inference of core needle biopsy whole slide images requiring definitive therapy for prostate cancer","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"AI in cancer detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Overdiagnosis; Medicine; Prostate cancer; Guideline; Prostate; Biopsy; Radiology; Cancer; Workflow; Medical physics; Oncology; Internal medicine; Pathology; Computer science","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":[0.0009803707,0.0007284623,0.0004594294,0.0008483948,0.0002485877,0.0007669748,0.001022622,0.001036781,0.001536486],"category_scores_gemma":[0.003975609,0.000307702,0.0006262312,0.0003406714,0.0002657279,0.0004619291,0.0004148322,0.0007004998,0.0006651154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009252853,"about_ca_system_score_gemma":0.001050207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01151236,"about_ca_topic_score_gemma":0.01468594,"domain_scores_codex":[0.9995271,0.00007813143,0.00002843017,0.0001966175,0.00009865659,0.00007103704],"domain_scores_gemma":[0.9984212,0.0007790158,0.0001539284,0.0001503331,0.0003910107,0.000104642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001488585,0.0007277978,0.1128218,0.0005201352,0.0002188751,0.001243293,0.0001920353,0.3384083,0.04646087,0.00186024,0.02153171,0.4745264],"study_design_scores_gemma":[0.00001421458,0.00005595631,0.006883847,0.00001721914,0.00001688356,0.0001215688,0.00003253042,0.9812112,0.009913458,0.0009375286,0.0007889227,0.000006646817],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6686751,0.002217219,0.3122909,0.001326519,0.0002497191,0.0003181094,0.003247479,0.007180828,0.00449401],"genre_scores_gemma":[0.9392408,0.0002475768,0.0534949,0.0003145004,0.00007370187,0.00004800384,0.00391137,0.00007174659,0.002597374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01151236,"threshold_uncertainty_score":0.02289075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06928177082321467,"score_gpt":0.3378695542509164,"score_spread":0.2685877834277017,"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."}}