{"id":"W2014805346","doi":"10.1016/j.ejmp.2009.01.002","title":"Probability dynamics of a repopulating tumor in case of fractionated external radiotherapy","year":2009,"lang":"en","type":"article","venue":"Physica Medica","topic":"Mathematical Biology Tumor Growth","field":"Mathematics","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Iterated function; Mathematics; Applied mathematics; Variable (mathematics); Probability distribution; Monte Carlo method; Fraction (chemistry); Statistics; Mathematical analysis","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":[0.0009327946,0.0006041587,0.001210763,0.001404414,0.001136976,0.002472539,0.002113588,0.0024993,0.004174078],"category_scores_gemma":[0.005336797,0.0004870191,0.001090712,0.0009014137,0.002174967,0.002042061,0.001834446,0.001345005,0.0003646712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001622609,"about_ca_system_score_gemma":0.0009119058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008836657,"about_ca_topic_score_gemma":0.003444629,"domain_scores_codex":[0.9995638,0.0001256763,0.00001772423,0.00007297169,0.00009692048,0.0001229718],"domain_scores_gemma":[0.9976509,0.00102071,0.0005121657,0.00009181363,0.0002591344,0.000465254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003675937,0.0001334836,0.005615518,0.0001889599,0.0001042275,0.003036295,0.0005249337,0.7327937,0.009376457,0.2405718,0.002615648,0.004671401],"study_design_scores_gemma":[0.00002718217,0.00006155593,0.002265955,0.00001286146,0.00004469644,0.000454784,0.0001119282,0.9726026,0.0004472819,0.02344367,0.0004824146,0.00004496824],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7731802,0.002187251,0.1739642,0.00654219,0.0002963342,0.000186699,0.0007145313,0.0004298914,0.0424986],"genre_scores_gemma":[0.9845845,0.0005133137,0.003294545,0.0001325785,0.0001037464,0.00004193103,0.0001461856,0.00005806494,0.01112507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008836657,"threshold_uncertainty_score":0.01757044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03569651225571687,"score_gpt":0.3314206455705886,"score_spread":0.2957241333148718,"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."}}