{"id":"W4410818749","doi":"10.1016/j.xcrp.2025.102610","title":"Multi-junction laser power converters exceeding 50% efficiency in the short wavelength infrared","year":2025,"lang":"en","type":"article","venue":"Cell Reports Physical Science","topic":"solar cell performance optimization","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; University of Ottawa","funders":"Bundesministerium für Bildung und Forschung; Canada Foundation for Innovation; Natural Sciences and Engineering Research Council of Canada; Government of Canada; Government of Ontario","keywords":"Converters; Infrared; Wavelength; Power (physics); Laser; Optoelectronics; Materials science; Optics; Electrical engineering; Physics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005062392,0.000131555,0.0001210221,0.0001533686,0.0001579398,0.0001046183,0.0002385925,0.00003931646,0.00001031255],"category_scores_gemma":[0.00006695971,0.0001002553,0.00004275326,0.001335835,0.0001934516,0.0004899463,0.00005053773,0.0002053181,0.00001000743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000148958,"about_ca_system_score_gemma":0.00006180378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001036555,"about_ca_topic_score_gemma":0.000001624286,"domain_scores_codex":[0.9987453,0.00001143754,0.0002365782,0.0003098669,0.0003687055,0.0003281528],"domain_scores_gemma":[0.9995073,0.00004144834,0.00003296048,0.0003187322,0.00005151837,0.00004802051],"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":[0.00001554797,0.0007507461,0.02725021,0.0001384685,0.00001308657,0.0001085311,0.007960973,0.4967752,0.4495708,0.0001883504,0.001722258,0.01550585],"study_design_scores_gemma":[0.0001021888,0.00001719012,0.0225537,0.00002292031,0.000006570159,0.000005409007,0.0003300687,0.9515524,0.02466145,0.00004693103,0.0005617073,0.0001394442],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9441777,0.00001625847,0.01095215,0.00001468712,0.0008564268,0.0002522143,1.946369e-7,0.0001223076,0.04360807],"genre_scores_gemma":[0.999081,0.000009155056,0.000602067,0.00006042216,0.00002904596,0.00002127378,0.000002150025,0.000008823448,0.0001861362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4547772,"threshold_uncertainty_score":0.4088294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007253834419843062,"score_gpt":0.2256032159912353,"score_spread":0.2183493815713923,"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."}}