{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001393662,0.0002756229,0.0002463061,0.0001459053,0.0002124717,0.0003602314,0.0004877153,0.0001728377,0.001654129],"category_scores_gemma":[0.0003068767,0.0001694183,0.0001364206,0.0001529635,0.0003058565,0.0005017177,0.0003421328,0.0002713962,0.0003829174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003628932,"about_ca_system_score_gemma":0.0002858532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001205518,"about_ca_topic_score_gemma":0.001298692,"domain_scores_codex":[0.9998291,0.00001082318,0.000008703078,0.0000356621,0.0000835774,0.00003213701],"domain_scores_gemma":[0.9998549,0.00002811149,0.00003617913,0.00002229391,0.00004567059,0.00001281705],"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":[0.0000656394,0.00001579571,0.000204723,0.00003475734,0.000003506172,0.00003795951,0.00004641941,0.0004333413,0.9954223,0.0001769314,0.00005770673,0.003500828],"study_design_scores_gemma":[0.000005474402,0.00007557791,0.0002799517,0.000001753429,0.000003097955,0.00003410958,0.00001097793,0.002020134,0.9966977,0.00003300438,0.000834958,0.000003323716],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866099,0.0002211027,0.01099259,0.00004661223,0.00002161209,0.0000288936,0.00007465111,0.0002279145,0.001776661],"genre_scores_gemma":[0.9900163,0.0001689073,0.007623632,0.00001131565,0.000006001221,0.00002708206,0.00006286369,0.00005383281,0.002030047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001654129,"threshold_uncertainty_score":0.005533576,"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."}}