{"id":"W4403759725","doi":"10.1016/j.brachy.2024.08.144","title":"PO0210","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 Regina; Western University","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":[0.0002611267,0.00008138259,0.0001608919,0.0001285138,0.00006661758,0.0001627486,0.0001119005,0.00003456544,0.01771459],"category_scores_gemma":[0.00000908347,0.00008584996,0.00008660583,0.0001436091,0.0000481673,0.000199571,0.00002257254,0.00006079721,0.07385328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003721686,"about_ca_system_score_gemma":0.000007614222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002950555,"about_ca_topic_score_gemma":0.000001955633,"domain_scores_codex":[0.9992552,0.000002582235,0.0002170566,0.0003317004,0.00001373495,0.0001797508],"domain_scores_gemma":[0.9997326,0.00002135188,0.00003315026,0.0001720434,0.000005347092,0.0000355646],"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":[0.000003183269,0.00001560648,0.001137881,0.00001086766,0.00007137537,0.000008176849,0.0006132196,0.000006739046,0.0000116018,0.6304061,0.360486,0.007229242],"study_design_scores_gemma":[0.0001064497,0.00001438243,0.0008652702,0.000006419632,0.00000119806,0.000003515959,0.00006575091,0.0006320042,0.00001855878,0.02654793,0.9716207,0.0001177937],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02338372,0.02761577,0.0009229345,0.00153674,0.00723232,0.0001092162,0.0002156696,0.0002301452,0.9387535],"genre_scores_gemma":[0.4418587,0.00116237,0.0004093515,0.0007524197,0.0004715092,0.00001954326,0.00000692715,0.00002664123,0.5552925],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6111348,"threshold_uncertainty_score":0.9831833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03911119006942387,"score_gpt":0.2222880285155303,"score_spread":0.1831768384461064,"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."}}