{"id":"W4312588908","doi":"10.1364/iprsn.2022.iw2b.3","title":"78% pump recycler for kW fiber lasers","year":2022,"lang":"en","type":"article","venue":"Optica Advanced Photonics Congress 2022","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Materials science; Fiber laser; Bundle; Optoelectronics; Laser; Cladding (metalworking); 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":[0.0002511674,0.0004110644,0.000367963,0.0004553079,0.0004111057,0.0003442819,0.0006375195,0.0004196815,0.00358921],"category_scores_gemma":[0.0002970301,0.0002347111,0.0002333131,0.0003173689,0.0003087317,0.000743485,0.0002867652,0.0005775079,0.002027268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004163927,"about_ca_system_score_gemma":0.0002950792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004187081,"about_ca_topic_score_gemma":0.0006405617,"domain_scores_codex":[0.9997168,0.00001947202,0.00001235417,0.00005703584,0.0001621217,0.00003220556],"domain_scores_gemma":[0.9997595,0.00002751156,0.00009434448,0.00004739154,0.00005245705,0.00001873443],"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":[0.00009841786,0.00003226257,0.0002208855,0.00006037487,0.000005812396,0.00006036059,0.00003486879,0.0001873986,0.983841,0.0006103044,0.0003930753,0.01445523],"study_design_scores_gemma":[0.00001032116,0.0001628947,0.0007507635,0.000009252514,0.00001027218,0.0002228181,0.000007332063,0.001270541,0.9884732,0.0001136163,0.008956166,0.00001279881],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8824186,0.00359753,0.10017,0.0003613943,0.0001948305,0.00008474198,0.0003787858,0.004464874,0.008329272],"genre_scores_gemma":[0.8914127,0.00154856,0.09008446,0.0001719982,0.0001168105,0.00007271279,0.0003023162,0.000627707,0.01566269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00358921,"threshold_uncertainty_score":0.01200712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009498875709948772,"score_gpt":0.2340548677863698,"score_spread":0.224555992076421,"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."}}