{"id":"W1996707281","doi":"10.1118/1.2712044","title":"<i>In vitro</i> study of cell survival following dynamic MLC intensity‐modulated radiation therapy dose deliverya)","year":2007,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Nuclear medicine; Radiobiology; Radiation therapy; Medicine; Dosimetry; Irradiation; Radiology; Physics","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":[0.0005313613,0.0003855423,0.0004911258,0.0002233205,0.0002191995,0.0002829695,0.0003262267,0.0003536915,0.001294703],"category_scores_gemma":[0.0002819849,0.0001171854,0.0004250708,0.0003183041,0.0002446444,0.0001759644,0.0001714909,0.0004238334,0.0004336772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003664969,"about_ca_system_score_gemma":0.0001815443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002726677,"about_ca_topic_score_gemma":0.001549502,"domain_scores_codex":[0.9996781,0.00008783853,0.00003187602,0.00006260582,0.00006508664,0.00007450402],"domain_scores_gemma":[0.9995485,0.0001881215,0.0000666213,0.0000927888,0.00008464905,0.00001938008],"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":[0.0004866249,0.000204921,0.001333758,0.0001517115,0.00002519445,0.0000864806,0.0001225024,0.001413616,0.9919156,0.0002053151,0.0002271782,0.003827068],"study_design_scores_gemma":[0.00001635072,0.002110781,0.004907385,0.000006655644,0.00002452938,0.00009509404,0.00003270457,0.003233616,0.9884135,0.00004639705,0.001104222,0.00000868883],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852763,0.00266831,0.008365941,0.00009902253,0.00005398857,0.00007098274,0.001262694,0.00008064598,0.002122052],"genre_scores_gemma":[0.9890425,0.001243968,0.00596981,0.00006740104,0.00002956721,0.0001065221,0.001467483,0.00003195072,0.002040745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002726677,"threshold_uncertainty_score":0.005421579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008270402148197575,"score_gpt":0.2824371509745895,"score_spread":0.274166748826392,"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."}}