{"id":"W4403760270","doi":"10.1016/j.brachy.2024.08.154","title":"PO0220","year":2024,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; McGill University; Jewish General Hospital","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002590472,0.00008105217,0.0001599852,0.0001279481,0.00006795461,0.0001586105,0.0001139552,0.00003331009,0.01751695],"category_scores_gemma":[0.000008842187,0.00008559482,0.0000952349,0.000156618,0.00004748499,0.0001982221,0.00002313395,0.00005986061,0.06869358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003791302,"about_ca_system_score_gemma":0.000007610444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000349599,"about_ca_topic_score_gemma":0.000002156734,"domain_scores_codex":[0.9992579,0.000002611871,0.0002166643,0.000330206,0.00001383507,0.0001787979],"domain_scores_gemma":[0.9997343,0.00002112282,0.0000332761,0.000169379,0.000005084376,0.00003679547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003198631,0.00001498289,0.00111238,0.00001040844,0.00006868473,0.000007585365,0.000577378,0.000006952879,0.000009633601,0.6372932,0.3546856,0.006209997],"study_design_scores_gemma":[0.0001079406,0.00001476094,0.0008573441,0.000006086264,0.000001166167,0.00000337811,0.00006256138,0.0007851695,0.0000165913,0.02663273,0.9713958,0.0001164759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01759316,0.02543503,0.001043207,0.001246849,0.006767978,0.0001078403,0.0002417835,0.0002264426,0.9473377],"genre_scores_gemma":[0.472488,0.001038762,0.0003755582,0.0007599706,0.0003583645,0.00001925048,0.000007452287,0.00002566894,0.524927],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6167102,"threshold_uncertainty_score":0.9833812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03998844591535419,"score_gpt":0.2219013177199256,"score_spread":0.1819128718045714,"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."}}