{"id":"W3134674266","doi":"10.1117/12.2596010","title":"Metamaterial Inc. (META): META Capabilities Demonstration","year":2021,"lang":"en","type":"article","venue":"SPIE Exhibition Product Demonstrations","topic":"Spacecraft Design and Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Metamaterial Technologies (Canada)","funders":"","keywords":"Metamaterial; Holography; Lithography; Photomask; Computer science; Materials science; Fabrication; Optics; Nanotechnology; Optoelectronics; Physics; Resist","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002709581,0.0003165538,0.000496723,0.000200123,0.0002296242,0.0001445801,0.0001241858,0.0001728514,0.00227045],"category_scores_gemma":[0.0001611168,0.0003078261,0.0002674327,0.0005291281,0.0001910104,0.000533383,0.00002731868,0.0002604232,0.0001431616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006132728,"about_ca_system_score_gemma":0.0001384472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001813123,"about_ca_topic_score_gemma":0.0002828318,"domain_scores_codex":[0.9983599,0.00006920487,0.0005125028,0.0004696682,0.000236742,0.0003519901],"domain_scores_gemma":[0.9989588,0.00005928592,0.00006189365,0.0006017209,0.0002271924,0.00009115313],"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":[0.000008086205,0.0001633466,0.00009627941,0.0001070852,0.004775223,0.00004979111,0.0001453742,0.001923761,0.889784,0.09114078,0.009817011,0.0019893],"study_design_scores_gemma":[0.0003475014,0.00004998656,0.0003004463,0.000007893542,0.004607025,0.0002972179,0.0002677627,0.001346838,0.9645455,0.01743057,0.01026224,0.0005369645],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8239835,0.01591793,0.09035163,0.0126209,0.00467789,0.002253176,0.0005960164,0.00750735,0.04209162],"genre_scores_gemma":[0.9831468,0.0001590545,0.01503217,0.00008950895,0.00024261,0.0004291875,0.0003557379,0.00004664685,0.0004983079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1591633,"threshold_uncertainty_score":0.9999374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02989296887011647,"score_gpt":0.2302280794963347,"score_spread":0.2003351106262182,"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."}}