{"id":"W4386986441","doi":"10.1016/j.brachy.2023.06.036","title":"PSOR05  Presentation Time: 4:50 PM","year":2023,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Centre hospitalier universitaire de Québec","funders":"","keywords":"Methacrylic acid; Brachytherapy; Nuclear medicine; Medicine; Gelatin; Ascorbic acid; Radiochemistry; Nuclear chemistry; Polymerization; Composite material; Materials science; Radiation therapy; Surgery; Chemistry","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":["insufficient_payload"],"category_scores_codex":[0.001334651,0.001834692,0.001706786,0.001951725,0.003478528,0.009330094,0.001778852,0.005044887,0.9205191],"category_scores_gemma":[0.003227523,0.0008353589,0.002374959,0.0009335148,0.0006772924,0.00153415,0.003603877,0.003000384,0.8639053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001958486,"about_ca_system_score_gemma":0.001118382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003422187,"about_ca_topic_score_gemma":0.008721895,"domain_scores_codex":[0.9991869,0.0000839504,0.00002389916,0.000138331,0.0003135632,0.0002533715],"domain_scores_gemma":[0.9978941,0.0001983397,0.00005647238,0.0001658978,0.000784164,0.0009009775],"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":[0.0005403256,0.0001058818,0.0001568506,0.0001549096,0.00001496,0.0001618424,0.00005011646,0.0001121711,0.001149741,0.001458966,0.972385,0.02370925],"study_design_scores_gemma":[0.000152663,0.0002775957,0.002111479,0.000205017,0.00001810627,0.00009373094,0.0001118658,0.0004490795,0.0009845033,0.001141289,0.9944237,0.00003093168],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002103352,0.0004839536,0.001317439,0.003312319,0.01688467,0.0005160859,0.004613892,0.006437576,0.9643306],"genre_scores_gemma":[0.003823568,0.0001310853,0.0002162487,0.000377807,0.001254173,0.00005868965,0.001045279,0.00109945,0.9919937],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07948089,"threshold_uncertainty_score":0.1133698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01049318498690904,"score_gpt":0.302699672461765,"score_spread":0.2922064874748559,"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."}}