{"id":"W2131306628","doi":"10.1016/s0360-3016(01)02535-4","title":"Performance of an automatic radioopaque markers detection algorithm for online setup correction using a standard video-based electronic portal imaging device","year":2001,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre hospitalier universitaire de Québec","funders":"","keywords":"Medicine; Artificial intelligence; Oblique case; Nuclear medicine; Computer vision; Computer science","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":[0.0009488532,0.000765181,0.000704601,0.0008231103,0.0003628076,0.001018066,0.001031087,0.00111777,0.005051143],"category_scores_gemma":[0.003670445,0.0004868915,0.0002598263,0.0004645883,0.0001508068,0.0006519759,0.0005170575,0.0005061045,0.001546785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003181239,"about_ca_system_score_gemma":0.0007163908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001463355,"about_ca_topic_score_gemma":0.001529947,"domain_scores_codex":[0.9994312,0.00009656398,0.00004896677,0.0001319541,0.000231371,0.00005990793],"domain_scores_gemma":[0.9978802,0.001048819,0.0001268936,0.0001617649,0.0006675062,0.0001147926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003747634,0.0003790254,0.006675438,0.0002458594,0.0001316812,0.0002968333,0.0001445734,0.007765212,0.3914726,0.0009914364,0.003152123,0.5849975],"study_design_scores_gemma":[0.000288322,0.001140174,0.01829399,0.00002431807,0.0001659829,0.001160393,0.00004461556,0.4381031,0.536229,0.000324717,0.004142883,0.0000825499],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2202667,0.0004011177,0.764663,0.0001663387,0.0001904174,0.0002009909,0.0001935692,0.01237633,0.001541545],"genre_scores_gemma":[0.6195403,0.0001461893,0.3762828,0.0001588816,0.00004064582,0.0001263346,0.0003225688,0.0004389795,0.002943421],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005051143,"threshold_uncertainty_score":0.01689774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009646890924437034,"score_gpt":0.3247176210900227,"score_spread":0.3150707301655856,"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."}}