{"id":"W4386986335","doi":"10.1016/j.brachy.2023.06.182","title":"PO81","year":2023,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Gastrointestinal Tumor Research and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Centre hospitalier universitaire de Québec","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":[],"category_scores_codex":[0.00008084564,0.00006203406,0.00009658845,0.00008527849,0.00003838796,0.000009373568,0.00003094014,0.0000116773,0.0003214134],"category_scores_gemma":[0.00003723447,0.00004571361,0.00005622809,0.0002712913,0.00002462781,0.00002189032,0.00001052702,0.00007220539,0.002111143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002283708,"about_ca_system_score_gemma":0.00004004649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001452034,"about_ca_topic_score_gemma":0.000001950239,"domain_scores_codex":[0.9993901,0.00001255205,0.00006784969,0.0001193742,0.0001762144,0.0002338933],"domain_scores_gemma":[0.9996344,0.00003162825,0.00001106939,0.0001577916,0.00003102633,0.0001341064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001213219,0.0007059241,0.592285,0.00009488415,0.0002493262,0.008584415,0.0002746562,0.000007664771,0.04713274,0.003197724,0.0719964,0.274258],"study_design_scores_gemma":[0.003010693,0.002004039,0.9388829,0.00006237268,0.00001327204,0.001026602,0.00007904939,0.0002751609,0.004822518,0.001329068,0.04839722,0.00009711953],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865258,0.0001375773,0.00003942069,0.005201559,0.00003931835,0.0002213273,0.000002983864,0.0002799129,0.007552152],"genre_scores_gemma":[0.9895447,0.0001030781,0.0008218132,0.0004116413,0.0001122032,0.000030774,0.00003037282,0.00001693038,0.008928436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3465979,"threshold_uncertainty_score":0.9986658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04238555409812713,"score_gpt":0.3616227948091886,"score_spread":0.3192372407110615,"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."}}