{"id":"W2181491750","doi":"10.12943/anr.2012.00009","title":"Inverse Collimator-Based Radiation Imaging Detector System","year":2012,"lang":"en","type":"article","venue":"AECL Nuclear Review","topic":"Radiation Detection and Scintillator Technologies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Atomic Energy (Canada)","funders":"Atomic Energy of Canada Limited; University of Waterloo","keywords":"Collimator; Collimated light; Detector; Radiation; Electromagnetic shielding; Point source; Nuclear decommissioning; Optics; Particle detector; Pencil (optics); Physics; Computer science; Medical physics; Laser; Nuclear physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002192581,0.0001206686,0.0002054685,0.00006215852,0.0001325202,0.00003462809,0.0001166628,0.00002624758,0.0008854208],"category_scores_gemma":[0.0000189558,0.0001097231,0.0001245342,0.0002516086,0.00002717547,0.0002059418,0.00002089415,0.0001006474,0.001268947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007354173,"about_ca_system_score_gemma":0.00001571743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001618389,"about_ca_topic_score_gemma":1.501973e-7,"domain_scores_codex":[0.9992347,0.00006129583,0.0002320764,0.0001322589,0.0001235932,0.0002160146],"domain_scores_gemma":[0.9994276,0.00002183981,0.0001584768,0.0002711813,0.00003341288,0.0000874502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001486773,0.0001842978,0.192151,0.003118022,0.0001450025,0.000002775957,0.0001958448,0.0001183599,0.001054279,0.04715188,0.1376356,0.6182281],"study_design_scores_gemma":[0.0003194404,0.00001166647,0.003185846,0.0005955214,0.00006820522,0.000003743931,0.0002756894,0.006203322,0.0004029986,0.00001379744,0.9886594,0.000260331],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7726381,0.1315575,0.005013308,0.008451601,0.005970643,0.005549781,0.00013421,0.006564423,0.06412042],"genre_scores_gemma":[0.9984636,0.0002702277,0.0004968964,0.0005483736,0.0001308283,0.0000228272,0.000002823799,0.00002448514,0.00003988307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8510238,"threshold_uncertainty_score":0.9995087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01026416206237523,"score_gpt":0.2366119359341349,"score_spread":0.2263477738717597,"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."}}