{"id":"W2068573128","doi":"10.1118/1.2031051","title":"Sci‐AM2 Sat ‐ 01: A novel geometric analysis for beam angle optimization in 3D‐CRT based on target conformity","year":2005,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; CancerCare Manitoba","funders":"","keywords":"Orientation (vector space); Polygon (computer graphics); Beam (structure); Mathematics; Nuclear medicine; Optics; Geometry; Computer science; Physics; Medicine","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":[0.0005409977,0.001028398,0.0007406397,0.001234697,0.0005390045,0.001312649,0.001038945,0.0006818417,0.006543111],"category_scores_gemma":[0.001624382,0.0005656748,0.001382852,0.0008633548,0.0004710775,0.0006472293,0.001190641,0.000751739,0.001728627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007328119,"about_ca_system_score_gemma":0.0009487931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003881791,"about_ca_topic_score_gemma":0.004501548,"domain_scores_codex":[0.9995302,0.00009213838,0.00002177929,0.00006386032,0.0002608677,0.00003121134],"domain_scores_gemma":[0.9996365,0.0001442966,0.00004670007,0.00005158216,0.0001031689,0.00001763306],"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":[0.0002263271,0.0001002282,0.001979273,0.0001465402,0.0001159616,0.0001047158,0.00009031018,0.6715004,0.01623198,0.0102274,0.007474945,0.2918019],"study_design_scores_gemma":[0.000009760726,0.00003309009,0.0002504996,0.000003791843,0.000006232529,0.00002721226,0.000006727842,0.9949564,0.001640251,0.001020857,0.002038284,0.000006877871],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01095354,0.0001005566,0.9823419,0.00008582923,0.00005052126,0.00008449922,0.0002263126,0.003515708,0.002640986],"genre_scores_gemma":[0.1812207,0.0001721045,0.809934,0.0001854272,0.0001105337,0.0002681543,0.001261094,0.002383782,0.004464131],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006543111,"threshold_uncertainty_score":0.02188885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01170329032895101,"score_gpt":0.2803755662631569,"score_spread":0.2686722759342058,"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."}}