{"id":"W2622136152","doi":"10.1088/1742-6596/847/1/012041","title":"Leuco-crystal-violet micelle gel dosimeters: Component effects on dose-rate dependence","year":2017,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care South East; Queen's University","funders":"","keywords":"Dosimeter; Crystal violet; Micelle; Component (thermodynamics); Dose rate; Crystal (programming language); Chemistry; Materials science; Radiochemistry; Optics; Radiation; Physics; Organic chemistry; Computer science; Microbiology; Thermodynamics; Biology; Aqueous solution","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":[],"consensus_categories":[],"category_scores_codex":[0.002500171,0.001160471,0.0005798129,0.000417618,0.0002320107,0.0004318632,0.0008789528,0.0006992939,0.0014919],"category_scores_gemma":[0.004268208,0.0005957062,0.0006967504,0.0005204206,0.0004250191,0.0004999326,0.0003596912,0.0009901918,0.0005043953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001117197,"about_ca_system_score_gemma":0.0006145413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001703863,"about_ca_topic_score_gemma":0.00219724,"domain_scores_codex":[0.9989478,0.0002658158,0.00009189353,0.0002410626,0.0003592056,0.00009428919],"domain_scores_gemma":[0.9967042,0.001903317,0.0005786858,0.0003227283,0.0004417964,0.00004941549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004911822,0.0001820748,0.002483421,0.0003677872,0.00007564095,0.00004794826,0.0001946349,0.02854778,0.9594689,0.0005441722,0.0001551566,0.007441316],"study_design_scores_gemma":[0.000009581163,0.0003330796,0.00205984,0.000008452573,0.00002744064,0.00002971291,0.00001378935,0.02720822,0.9696643,0.0001033555,0.0005247992,0.00001744844],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7284321,0.001093726,0.2634923,0.0001943002,0.00006291344,0.001168857,0.001577614,0.001328826,0.00264936],"genre_scores_gemma":[0.9017942,0.0011623,0.09095393,0.000141664,0.000009391846,0.001095226,0.0008533395,0.0004176253,0.003572361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002500171,"threshold_uncertainty_score":0.01322234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01808271942179684,"score_gpt":0.2816935663658014,"score_spread":0.2636108469440046,"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."}}