{"id":"W4403760472","doi":"10.1016/j.brachy.2024.08.149","title":"PO0215","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":"University of Alberta Hospital; University of Alberta","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000263466,0.00008137827,0.0001663126,0.0001280989,0.00006559132,0.0001621099,0.0001115339,0.00003402267,0.01741397],"category_scores_gemma":[0.000009058058,0.00008581561,0.00009669779,0.0001537142,0.00004762515,0.0002002408,0.00002262597,0.00005895169,0.07369834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003830753,"about_ca_system_score_gemma":0.000007722703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003147942,"about_ca_topic_score_gemma":0.00000205759,"domain_scores_codex":[0.9992554,0.000002607462,0.0002173376,0.0003313404,0.0000137958,0.0001795594],"domain_scores_gemma":[0.999737,0.00001621689,0.00003313528,0.0001711951,0.0000054087,0.00003708738],"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":[0.000002915063,0.00001405434,0.0008351519,0.00000960075,0.00006565635,0.000007432257,0.0005591038,0.000006727235,0.00000964422,0.5894116,0.4029998,0.006078254],"study_design_scores_gemma":[0.0001035478,0.00001422646,0.0008142125,0.000006448549,0.000001171592,0.000003460296,0.00006577239,0.0007938407,0.0000168118,0.02744424,0.9706201,0.0001161449],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01609268,0.02714263,0.001132427,0.00163068,0.006796238,0.0001061172,0.0002059671,0.0002194379,0.9466738],"genre_scores_gemma":[0.3762429,0.0009337999,0.0003819656,0.0006906605,0.0003441743,0.00001812558,0.000006195894,0.00002439645,0.6213578],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5676203,"threshold_uncertainty_score":0.9834843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04070171913552945,"score_gpt":0.222838624966143,"score_spread":0.1821369058306136,"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."}}