{"id":"W4409964861","doi":"10.3390/photonics12050431","title":"Cooling Fiber Laser Power Converter Systems by Immersion in Oil","year":2025,"lang":"en","type":"article","venue":"Photonics","topic":"solar cell performance optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Broadcom (Canada)","funders":"","keywords":"Materials science; Immersion (mathematics); Fiber laser; Optoelectronics; Laser; Optical fiber; Fiber; Optics; Composite material; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.00008922406,0.00009705172,0.0001147205,0.00008295778,0.00002281309,0.0000305911,0.0000728993,0.00008991535,0.0001557943],"category_scores_gemma":[0.000005103827,0.0001047775,0.00002149298,0.0002056812,0.000008583583,0.0001203738,0.00001880516,0.0001372447,0.0001444037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001290691,"about_ca_system_score_gemma":0.00001444592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003153298,"about_ca_topic_score_gemma":0.000003345086,"domain_scores_codex":[0.9994654,0.000009698017,0.0001635961,0.0001093706,0.00007550775,0.0001763951],"domain_scores_gemma":[0.9997683,0.00002056879,0.0000145467,0.0001528571,0.00002042406,0.00002329214],"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":[0.00003394397,0.00004075486,0.001558595,0.0003620481,0.00004791903,0.000005484592,0.0004442371,0.9470642,0.007929199,0.00002638938,0.04078307,0.001704178],"study_design_scores_gemma":[0.0003607939,0.000004270533,0.00003425148,0.00008909599,0.000005905049,7.6178e-7,0.00007678643,0.9584823,0.006106707,0.000001498534,0.03472767,0.0001099422],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9338157,0.003647684,0.003167066,0.00004684927,0.00203759,0.0002133141,0.00001469567,0.0002853229,0.05677181],"genre_scores_gemma":[0.9940079,0.0006488627,0.0004171736,0.0001052363,0.000008063724,0.00002875469,0.00003987132,0.00003113073,0.004712971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06019226,"threshold_uncertainty_score":0.4272703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003417986340299828,"score_gpt":0.1901985524352488,"score_spread":0.1867805660949489,"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."}}