{"id":"W7001929437","doi":"","title":"A Machine-Vision Based Radiotherapy Gating Device","year":2002,"lang":"en","type":"article","venue":"NPARC","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Radiation therapy; Gating; Position (finance); Remote patient monitoring; External beam radiotherapy","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":[0.0007328556,0.0004051093,0.0003692441,0.0004599059,0.0002536011,0.0006083985,0.001315584,0.001183371,0.006460242],"category_scores_gemma":[0.002152373,0.000450012,0.0003624539,0.0002981014,0.000251975,0.0005399866,0.0005318695,0.0009022252,0.001708071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003302998,"about_ca_system_score_gemma":0.0008045734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008283806,"about_ca_topic_score_gemma":0.001667844,"domain_scores_codex":[0.9994406,0.0001066782,0.0000365567,0.0001358781,0.0002409562,0.00003932058],"domain_scores_gemma":[0.9989589,0.0005234054,0.0001054407,0.0001519138,0.000201684,0.00005855519],"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":[0.0004308164,0.0001935657,0.001821465,0.0003568488,0.00004901693,0.0003050087,0.0002168701,0.002996272,0.6408653,0.002468896,0.00683306,0.3434628],"study_design_scores_gemma":[0.0002279172,0.001787046,0.02118076,0.0001887429,0.0002086927,0.004918626,0.0000649365,0.1131752,0.7565388,0.001238292,0.1001434,0.0003276548],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02738442,0.0006330052,0.9587305,0.000373044,0.0004390537,0.000353534,0.0003789643,0.007015773,0.004691697],"genre_scores_gemma":[0.2761135,0.0004988861,0.7109135,0.001143498,0.0001916231,0.0003953549,0.0005259896,0.000542198,0.009675398],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006460242,"threshold_uncertainty_score":0.02161169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02368388841867886,"score_gpt":0.2860982033327756,"score_spread":0.2624143149140968,"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."}}