{"id":"W2083474469","doi":"10.1088/0031-9155/54/22/003","title":"Radiochromic leuco dye micelle hydrogels: II. Low diffusion rate leuco crystal violet gel","year":2009,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":113,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"Canadian Institutes of Health Research","keywords":"Crystal violet; Materials science; Micelle; Irradiation; Dosimeter; Self-healing hydrogels; Xylenol orange; Diffusion; Analytical Chemistry (journal); Nuclear chemistry; Chemistry; Radiation; Chromatography; Optics; Aqueous solution; Polymer chemistry; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001745885,0.0002439065,0.0004597511,0.00007670864,0.0001199758,0.000005808047,0.0001640831,0.00008020941,0.00009556334],"category_scores_gemma":[0.000005354791,0.0001868855,0.00005439264,0.000163279,0.0002443606,0.00008386734,0.00005168382,0.0002828354,0.000001709859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003429327,"about_ca_system_score_gemma":0.0000238354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001219682,"about_ca_topic_score_gemma":0.000002126565,"domain_scores_codex":[0.9988767,0.00008075316,0.0002827699,0.0003708324,0.00005494165,0.0003340341],"domain_scores_gemma":[0.9994602,0.00008676922,0.0001232744,0.0002334875,0.00002535866,0.00007088632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006459351,0.0002565662,0.007534888,0.00001166699,0.0000373728,0.000004244544,0.0006387598,0.00002923743,0.845722,0.02213233,0.001078458,0.1224899],"study_design_scores_gemma":[0.0132052,0.005064815,0.00535676,0.0007832683,0.0001197388,0.00002366841,0.0008013633,0.01179032,0.1422837,0.7329234,0.08559817,0.002049617],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.931731,0.001052038,0.06330977,0.0008838196,0.0001288863,0.0002609234,0.00001522141,0.00006872081,0.00254961],"genre_scores_gemma":[0.995451,0.0004918476,0.00178196,0.0009050369,0.001098283,0.00001646287,0.00009743284,0.00001794896,0.0001399974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7107911,"threshold_uncertainty_score":0.7620969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0442051089214068,"score_gpt":0.3407137864047031,"score_spread":0.2965086774832963,"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."}}