{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05163793,0.001154701,0.0006796793,0.003969224,0.008427031,0.01776906,0.003331915,0.005845478,0.04800851],"category_scores_gemma":[0.1564529,0.0008944128,0.0007241612,0.001481258,0.004233388,0.01897395,0.01323154,0.009523794,0.01502638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002530319,"about_ca_system_score_gemma":0.02132118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008902759,"about_ca_topic_score_gemma":0.003275594,"domain_scores_codex":[0.9649873,0.02278219,0.002601948,0.001585504,0.006448291,0.001594658],"domain_scores_gemma":[0.8312016,0.0943075,0.009366167,0.006168355,0.02667214,0.03228433],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005232807,0.0002730683,0.002001156,0.0005546892,0.00002175328,0.0007630666,0.02155864,0.0002428616,0.0005719347,0.01784829,0.6434395,0.3126727],"study_design_scores_gemma":[0.00005436686,0.0000985614,0.002313738,0.002486995,0.00003610275,0.002428538,0.05356127,0.0009500812,0.0004884416,0.09177311,0.8456995,0.0001093285],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.01147904,0.01398926,0.08542513,0.6753455,0.02274514,0.001011672,0.000237015,0.002401691,0.1873655],"genre_scores_gemma":[0.2288187,0.03253279,0.3296202,0.1993791,0.0339645,0.004083311,0.001117127,0.002353838,0.1681305],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9483621,"threshold_uncertainty_score":0.2730908,"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."}}