{"id":"W7117560306","doi":"10.1155/ecc/9931282","title":"Current Situation and Influencing Factors of Vascular Access Decision‐Making Conflicts Among Breast Cancer Chemotherapy Patients in China: A Multicenter Investigation Based on the Ottawa Decision Framework","year":2025,"lang":"en","type":"article","venue":"European Journal of Cancer Care","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Xinxiang Medical University","keywords":"Breast cancer; Decision analysis; Patient participation; Decision model; Decision aids; Multivariate analysis; Decision process","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003123396,0.0003455761,0.0004946023,0.001918251,0.001256929,0.001004243,0.0004415787,0.0004897047,0.001125526],"category_scores_gemma":[0.009253926,0.0002827853,0.0008171994,0.001933114,0.0007995673,0.0006645606,0.0009019893,0.0006111378,0.00006707491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003268296,"about_ca_system_score_gemma":0.004267813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03855811,"about_ca_topic_score_gemma":0.04307538,"domain_scores_codex":[0.9969352,0.00118589,0.0005144368,0.0002461304,0.0006162341,0.0005020255],"domain_scores_gemma":[0.9924893,0.002083649,0.003245719,0.0001669678,0.0007812572,0.001233107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005015461,0.00005252124,0.99545,0.00002988161,0.00004756706,0.00007673102,0.001459123,0.0001204682,0.00002771195,0.00005741925,0.00008292677,0.002545553],"study_design_scores_gemma":[0.00001877652,0.0001812614,0.9903089,0.00004866878,0.00005437628,0.0001946759,0.007234866,0.001428108,0.00005215441,0.0001440937,0.0003038076,0.00003042888],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993839,0.0001798734,0.00005462828,0.0001221689,0.000002840814,0.00002220059,0.00005789154,7.130798e-7,0.0001756779],"genre_scores_gemma":[0.9996644,0.0001030583,0.0001007604,0.00002233085,0.000003152116,0.00001799873,0.00005582519,3.239454e-7,0.00003212608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03855811,"threshold_uncertainty_score":0.07666737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06368735966399726,"score_gpt":0.4097149537998191,"score_spread":0.3460275941358218,"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."}}