{"id":"W1882045612","doi":"","title":"NOVEL OPTIMIZATION METHODS IN MICROWAVE ENGINEERING: APPLICATIONS IN IMAGING AND DESIGN","year":2011,"lang":"en","type":"article","venue":"","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Microwave; Microwave imaging; Computer science; Engineering; Telecommunications","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001351306,0.0009803949,0.0009026754,0.0006537333,0.0002870366,0.001043396,0.0005519339,0.001192037,0.002649018],"category_scores_gemma":[0.002095806,0.0004166786,0.0009008483,0.0008086513,0.000995385,0.00105575,0.001026797,0.00164147,0.001147739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003973673,"about_ca_system_score_gemma":0.0005428365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000356922,"about_ca_topic_score_gemma":0.0004218543,"domain_scores_codex":[0.9995134,0.0002130719,0.00002454117,0.00006201881,0.0001675847,0.00001950511],"domain_scores_gemma":[0.9991524,0.0005608214,0.00008457525,0.0000632444,0.0001169968,0.00002199049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006148142,0.00009687876,0.000591582,0.001141751,0.0001309334,0.0001241196,0.0002269674,0.3364833,0.02075958,0.3689771,0.006315035,0.2650912],"study_design_scores_gemma":[0.00001993256,0.00007001049,0.000252429,0.0001062926,0.00002222501,0.0001890918,0.00004020058,0.8386787,0.005243351,0.1190534,0.03628855,0.0000357313],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001003035,0.00183192,0.9945154,0.0003067778,0.00007959498,0.00001331795,0.0000144943,0.00006017887,0.002175323],"genre_scores_gemma":[0.0689568,0.01030755,0.9086951,0.0003354157,0.0003936291,0.0002785795,0.0001101278,0.0002060422,0.01071678],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002649018,"threshold_uncertainty_score":0.00886184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02684798360232382,"score_gpt":0.2530176088893268,"score_spread":0.226169625287003,"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."}}