{"id":"W2127552707","doi":"10.1088/0031-9155/57/13/4353","title":"Evaluation of a novel triple-channel radiochromic film analysis procedure using EBT2","year":2012,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Materials science; Dosimetry; Channel (broadcasting); Nuclear medicine; Monte Carlo method; SIGNAL (programming language); Optics; Physics; Computer science; Medicine; Telecommunications; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006747643,0.0001087871,0.0003547035,0.000127944,0.00002529589,0.000001163301,0.00005917752,0.00004207805,0.00005216171],"category_scores_gemma":[0.00002189951,0.00008314825,0.0000463961,0.0004115193,0.0001311433,0.00007620641,0.00001706085,0.00009427154,6.940869e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003208951,"about_ca_system_score_gemma":0.00003619096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001679704,"about_ca_topic_score_gemma":0.000002499809,"domain_scores_codex":[0.9993003,0.00006819399,0.0002102414,0.0001480701,0.00009993828,0.0001732453],"domain_scores_gemma":[0.9995397,0.00005763353,0.0001517767,0.0001232869,0.00009418082,0.00003337921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007743357,0.001045162,0.3847757,0.00007390862,0.002114412,1.280529e-7,0.005263273,0.007778818,0.474497,0.0466959,0.0001931911,0.07748502],"study_design_scores_gemma":[0.008686665,0.0005071565,0.0184149,0.0002194985,0.004197787,0.000004843376,0.00172886,0.8635304,0.03009686,0.07147672,0.0003916223,0.0007446888],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5941041,0.001261838,0.403895,0.0000550937,0.00006625227,0.0002258073,0.00001466229,0.000009642617,0.0003675843],"genre_scores_gemma":[0.9951587,0.0000295372,0.004181672,0.00004094832,0.0005109351,0.00002175724,0.00004268887,0.00000776251,0.000005978658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8557516,"threshold_uncertainty_score":0.3390687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.229934207054991,"score_gpt":0.4473212845990945,"score_spread":0.2173870775441035,"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."}}