{"id":"W3164574170","doi":"10.1364/ol.427104","title":"Detailed balance limits for inversion in solar-pumped lasers and allied systems","year":2021,"lang":"en","type":"article","venue":"Optics Letters","topic":"Laser Design and Applications","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; University of Toronto","keywords":"Optics; Laser; Physics; Materials science","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":[0.00005214065,0.0000768892,0.0001022423,0.00003041318,0.00002937526,0.00004283506,0.00005014961,0.00004238179,0.000001841413],"category_scores_gemma":[0.0000126131,0.00008491141,0.000019327,0.00009898339,0.00001248618,0.0000552475,0.000009672,0.00006624508,0.000008011754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003426752,"about_ca_system_score_gemma":0.000007896275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002409397,"about_ca_topic_score_gemma":0.00001146129,"domain_scores_codex":[0.9995576,0.000009642262,0.0001100764,0.0001225582,0.00005238414,0.0001477965],"domain_scores_gemma":[0.9997339,0.00006709296,0.00001287367,0.0001244165,0.00001608558,0.0000456223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001279278,0.00003222158,0.003279128,0.0003826396,0.00005520913,0.00003088047,0.0002884368,0.06985996,0.9054413,0.001534044,0.01879902,0.0002843798],"study_design_scores_gemma":[0.001359413,0.00001300547,0.001190264,0.00008987945,0.00003098931,0.000006470149,0.0001696861,0.9523292,0.03706371,0.0000492422,0.007395728,0.0003024066],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735133,0.0001639842,0.02389908,0.001505429,0.0001702205,0.0002689397,0.00001939654,0.00008395291,0.0003756755],"genre_scores_gemma":[0.9937375,0.0001167268,0.005266809,0.0005562706,0.00004482121,0.00007388517,0.00004132093,0.00002166414,0.0001409666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8824692,"threshold_uncertainty_score":0.3462587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01321565764016788,"score_gpt":0.1999783295057682,"score_spread":0.1867626718656004,"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."}}