{"id":"W4240473936","doi":"10.1139/y04-902","title":"6th International Symposium of Fundamental and Applied Radiobiology / 6<sup>e</sup> Colloque international de radiobiologie fondamentale et appliqué","year":2004,"lang":"en","type":"article","venue":"Canadian Journal of Physiology and Pharmacology","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Radiobiology; Physics; Philosophy; Nuclear medicine; Medical physics; Medicine; Nuclear physics; Irradiation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002156407,0.001269744,0.00124786,0.001846451,0.001651437,0.003090282,0.001478636,0.002313953,0.04927817],"category_scores_gemma":[0.0007636146,0.0004178496,0.001496653,0.0006860737,0.0009459691,0.001371466,0.002127794,0.002035081,0.01726356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00201706,"about_ca_system_score_gemma":0.002352786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002350975,"about_ca_topic_score_gemma":0.005638563,"domain_scores_codex":[0.9991785,0.0001548786,0.00003664578,0.0001143969,0.0003333833,0.0001821793],"domain_scores_gemma":[0.9992014,0.0000876514,0.00003306884,0.00006474095,0.0003751884,0.0002379082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00115555,0.000281811,0.001833812,0.0009815904,0.0001858794,0.0006943224,0.0004653744,0.002639065,0.04901152,0.02528847,0.5543927,0.3630698],"study_design_scores_gemma":[0.0000220445,0.0001425886,0.001727948,0.00009916843,0.00005496981,0.0004768759,0.0001127439,0.001203749,0.01228295,0.002747465,0.9811026,0.00002689787],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03557255,0.2130425,0.1014621,0.04452675,0.2054869,0.000303831,0.001590477,0.002580909,0.3954341],"genre_scores_gemma":[0.0798269,0.0383737,0.02675405,0.002024623,0.0228002,0.0002022105,0.001206497,0.001069237,0.8277426],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04927817,"threshold_uncertainty_score":0.1648519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008512645820105975,"score_gpt":0.2931317725453929,"score_spread":0.2846191267252869,"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."}}