{"id":"W4408664693","doi":"10.55752/amwa.2025.456","title":"Navigating Oncology: Expert Strategies for Effective Medical Writing","year":2025,"lang":"en","type":"article","venue":"AMWA Journal","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinal Cord Injury BC","funders":"","keywords":"Medical physics; Medicine; Oncology; Medical education; Computer science; Internal 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.006390322,0.0000703878,0.0001726419,0.00006159548,0.002419715,0.00004833755,0.0002358458,0.0001826279,0.0004789298],"category_scores_gemma":[0.003986887,0.00005318393,0.00004988331,0.0002580547,0.00009998893,0.0002609885,0.00005573228,0.001824461,0.00003856338],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004743336,"about_ca_system_score_gemma":0.008300263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002426757,"about_ca_topic_score_gemma":0.0001513433,"domain_scores_codex":[0.9975176,0.0007432165,0.0005203597,0.0001448449,0.000369799,0.0007041231],"domain_scores_gemma":[0.9946984,0.004284907,0.0001607627,0.00007954379,0.0003785774,0.0003977881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001006344,0.00008877586,0.01505064,0.0002994584,0.00002844471,0.00001346549,0.01991887,0.000005025594,0.0004309895,0.005090412,0.2004574,0.7585158],"study_design_scores_gemma":[0.003992511,0.001044397,0.03752954,0.006284684,0.00001516171,0.0000729457,0.4347219,0.006600856,0.0001495736,0.04097775,0.4683222,0.0002884493],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8415765,0.001473417,0.0318879,0.08959941,0.006286751,0.001598584,0.000003980423,0.00006359258,0.02750984],"genre_scores_gemma":[0.982198,0.0003134063,0.003817676,0.009879537,0.002964455,0.000494508,0.000004111115,0.000008644768,0.0003196739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7582274,"threshold_uncertainty_score":0.998879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1220723153454651,"score_gpt":0.6284388130707809,"score_spread":0.5063664977253158,"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."}}