{"id":"W4413385329","doi":"10.1088/2057-1976/adfde6","title":"Development of a radiochromic film dosimetry readout system","year":2025,"lang":"en","type":"article","venue":"Biomedical Physics & Engineering Express","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"Canadian Institutes of Health Research","keywords":"Collimated light; Optics; Scanner; Stray light; Dosimeter; Dosimetry; Detector; Materials science; Image resolution; Computer science; Medical physics; Radiation; Physics; Nuclear medicine; Laser","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":[0.00008452011,0.0001861853,0.000310035,0.00009819491,0.00004149207,0.0000121744,0.0002689558,0.00005808611,0.00001784621],"category_scores_gemma":[0.00000376951,0.0001804811,0.00008400021,0.0003069905,0.00005431289,0.00006511432,0.00007311588,0.0001485713,0.000001724497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009482352,"about_ca_system_score_gemma":0.00008695258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009744371,"about_ca_topic_score_gemma":2.995438e-9,"domain_scores_codex":[0.9989979,0.000009901017,0.0003351604,0.0002230531,0.0001961723,0.0002377789],"domain_scores_gemma":[0.999463,0.00005582082,0.0000802711,0.0002971318,0.00002847155,0.00007532803],"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":[0.000008584181,0.0001240062,0.0001245051,0.0002832975,0.0001946892,0.000001064027,0.0002059562,0.0004522646,0.952439,0.02845656,0.0007657207,0.01694432],"study_design_scores_gemma":[0.001129988,0.00003422029,0.0003072463,0.001473743,0.00005380314,8.477843e-7,0.0001359328,0.02354103,0.5403275,0.0003573807,0.4320228,0.0006154783],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02618427,0.0001291205,0.9728293,0.000006169302,0.0002283368,0.0001572694,0.00002303823,0.0002211141,0.0002214297],"genre_scores_gemma":[0.5184159,0.000001149027,0.4811549,0.00000670295,0.0002008901,0.0000609171,0.00003975536,0.00002536239,0.00009442777],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4922316,"threshold_uncertainty_score":0.7359805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004492784060118956,"score_gpt":0.2392920620130873,"score_spread":0.2347992779529684,"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."}}