{"id":"W2038382147","doi":"10.1088/1742-6596/573/1/012078","title":"Characterization of a commercially-produced chemically stable Fricke gel dosimeter","year":2015,"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":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; McMaster University; Ontario Centres of Excellence","keywords":"Dosimeter; USable; Materials science; Linear correlation; Radiochemistry; Dosimetry; Chemistry; Computer science; Nuclear medicine; Mathematics; Statistics; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001031983,0.0004929482,0.0004208028,0.0007290151,0.0003599842,0.0004788664,0.00038707,0.0006846854,0.001770803],"category_scores_gemma":[0.001442691,0.0002841853,0.00025581,0.0002521625,0.0004631825,0.0003869059,0.0003578629,0.0006157846,0.0009988239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003424383,"about_ca_system_score_gemma":0.0004343915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002184613,"about_ca_topic_score_gemma":0.0006089311,"domain_scores_codex":[0.9994436,0.00006269651,0.00004137482,0.00009435578,0.00031766,0.00004041476],"domain_scores_gemma":[0.9985558,0.0005505203,0.0003016021,0.0001427017,0.0003673795,0.00008199103],"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":[0.00002106478,0.00001110709,0.0001285586,0.0000538029,0.000004078094,0.00003465973,0.00003765505,0.00008657678,0.9974455,0.00006601997,0.00004645927,0.002064522],"study_design_scores_gemma":[0.000003911857,0.0001580688,0.001254158,0.00001006574,0.00001305113,0.0001400662,0.00002216771,0.0003417725,0.9952446,0.00002647618,0.002774028,0.00001167458],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8751414,0.005857473,0.1101164,0.0004021678,0.0002690932,0.0005953782,0.001446334,0.001144115,0.00502763],"genre_scores_gemma":[0.8501283,0.003029116,0.1316789,0.0003378821,0.00008837,0.0007932349,0.001469001,0.0004545994,0.01202065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001770803,"threshold_uncertainty_score":0.005923927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02877711205620547,"score_gpt":0.2709476291458225,"score_spread":0.242170517089617,"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."}}