{"id":"W4403759888","doi":"10.1016/j.brachy.2024.08.208","title":"PO0322","year":2024,"lang":"gl","type":"article","venue":"Brachytherapy","topic":"Inorganic Chemistry and Materials","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Family medicine; Traditional 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002191753,0.0003880132,0.0003360802,0.00003456202,0.000127149,0.0004887117,0.0003223584,0.0004222994,0.06309549],"category_scores_gemma":[0.0000272436,0.0003836796,0.0002251002,0.0001960144,0.00009464192,0.0001704303,0.0000636324,0.0003732663,0.003348169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001200917,"about_ca_system_score_gemma":0.0002246646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002192892,"about_ca_topic_score_gemma":0.000001651131,"domain_scores_codex":[0.9981289,0.00002980079,0.0004319971,0.0006337711,0.0002537229,0.0005218341],"domain_scores_gemma":[0.999027,0.0001080661,0.00006511029,0.0006138427,0.00004010995,0.000145904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007969319,0.0000901389,0.00001408031,0.001867966,0.0002241539,0.0005851423,0.0009615581,7.771246e-7,0.9373792,0.003114119,0.03440326,0.02127985],"study_design_scores_gemma":[0.0002635611,0.0000193043,0.00001077721,0.0002567908,0.00004581544,0.0002282779,0.00007549435,0.0000356438,0.5476576,0.001104468,0.4500066,0.0002956495],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7867156,0.04667941,0.00009883363,0.00267558,0.004982693,0.0001640995,0.0004059804,0.0009204234,0.1573573],"genre_scores_gemma":[0.8815299,0.004612911,0.00009659852,0.0004484561,0.004596423,0.00002066729,0.00009477375,0.0001204367,0.1084798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4156033,"threshold_uncertainty_score":0.9998615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008517995922944091,"score_gpt":0.2591614169062656,"score_spread":0.2506434209833215,"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."}}