{"id":"W4386986409","doi":"10.1016/j.brachy.2023.06.089","title":"PSOR12  Presentation Time: 12:55 PM","year":2023,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Presentation (obstetrics); Medical physics; Surgery","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":[0.0002296523,0.0001124254,0.0002158937,0.0001938257,0.00008004632,0.00002471716,0.00005932857,0.00008624238,0.002075075],"category_scores_gemma":[0.00004378444,0.0000953924,0.0001133206,0.0004553745,0.00003053478,0.0001271257,0.000006778226,0.0001042908,0.00402646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002655512,"about_ca_system_score_gemma":0.00004580095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001026495,"about_ca_topic_score_gemma":0.000001131159,"domain_scores_codex":[0.9990823,0.00005415171,0.0002077883,0.0001932499,0.0002604716,0.0002019976],"domain_scores_gemma":[0.9994386,0.0001103155,0.00006676654,0.0002495893,0.00003857787,0.00009610413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.003834446,0.0005422482,0.06217838,0.00009745723,0.0006001437,0.0001251397,0.00261393,0.0002849,0.1390233,0.001636617,0.4931352,0.2959282],"study_design_scores_gemma":[0.02105626,0.000828707,0.5882602,0.00007153672,0.0001002671,0.0001057426,0.0002015194,0.01473346,0.03030525,0.002868772,0.3409278,0.0005405418],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748477,0.000779835,0.0003844547,0.005574154,0.0004173701,0.0007895373,0.000008682709,0.0007310194,0.01646725],"genre_scores_gemma":[0.8818215,0.001288099,0.0007404378,0.005719421,0.00135959,0.0001228045,0.0003184061,0.00008776,0.108542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5260817,"threshold_uncertainty_score":0.9988372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02022633406623606,"score_gpt":0.309524326035685,"score_spread":0.2892979919694489,"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."}}