{"id":"W4403759702","doi":"10.1016/j.brachy.2024.08.244","title":"PO0432","year":2024,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Family medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003711644,0.001323774,0.0007264207,0.001598104,0.001142557,0.002575028,0.0009984699,0.002487604,0.8421409],"category_scores_gemma":[0.001339226,0.00041547,0.000539574,0.0009614048,0.0005928975,0.0007875751,0.001324779,0.001303456,0.7155901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006760271,"about_ca_system_score_gemma":0.001297682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001388833,"about_ca_topic_score_gemma":0.001939682,"domain_scores_codex":[0.9996802,0.00003362704,0.00001301242,0.00009138024,0.0001245705,0.00005734797],"domain_scores_gemma":[0.9994627,0.00007299056,0.00004399051,0.00005833973,0.0001570403,0.0002050032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005380794,0.0002121878,0.0004637583,0.0005158552,0.0000199567,0.0003584573,0.0000511557,0.0001629782,0.008863565,0.01382937,0.6449775,0.3300072],"study_design_scores_gemma":[0.00008974324,0.000171726,0.0009768357,0.00009801755,0.000009253466,0.0002944446,0.00001958408,0.0001250498,0.00135363,0.001817,0.995038,0.000006789002],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001362484,0.001133245,0.001166838,0.001208876,0.001103627,0.0001524794,0.003769717,0.001140126,0.9889626],"genre_scores_gemma":[0.003589993,0.0003378763,0.0005592947,0.0003845824,0.0001222557,0.0000715012,0.001406563,0.0002143731,0.9933136],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1578591,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01680436159721912,"score_gpt":0.3132110555443833,"score_spread":0.2964066939471642,"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."}}