{"id":"W2096727766","doi":"10.1109/cleoe-eqec.2009.5192871","title":"High-power fiber amplifier with laser cooled cladding","year":2009,"lang":"en","type":"article","venue":"","topic":"Optical properties and cooling technologies in crystalline materials","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Amplifier; Cladding (metalworking); Laser; Lambda; Physics; Offset (computer science); Wavelength; ZBLAN; Materials science; Optics; Fiber laser; Optoelectronics; Computer science; CMOS","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006049301,0.000145936,0.0001822028,0.0000231889,0.00008144879,0.00009700446,0.0001808508,0.0000462711,0.00885003],"category_scores_gemma":[0.000005304214,0.00009015358,0.00003954137,0.00008207299,0.00005320625,0.00008037691,0.00005943569,0.0001065935,0.0002010514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009947657,"about_ca_system_score_gemma":0.00001268797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002319713,"about_ca_topic_score_gemma":2.056329e-7,"domain_scores_codex":[0.9992479,0.00001006361,0.0001657579,0.0002085565,0.0001033158,0.000264385],"domain_scores_gemma":[0.9995461,0.00001918237,0.00004115153,0.0003010282,0.0000477774,0.00004475992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005961787,0.000575571,0.001371782,0.00001631364,0.0002792779,0.00001811833,0.00009962717,0.002250015,0.009738029,0.8676358,0.04143473,0.07598452],"study_design_scores_gemma":[0.006416277,0.003643645,0.003347748,0.0003004901,0.000248184,0.000009244907,0.001752374,0.001052686,0.3568243,0.2965892,0.3263846,0.003431217],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8719978,0.000007487883,0.01488857,0.001390072,0.0001112492,0.0001885644,0.00001293219,0.0003533119,0.11105],"genre_scores_gemma":[0.9833425,4.580324e-7,0.01127969,0.0002555188,0.0001141102,0.000009288743,0.000007595,0.0000124313,0.004978448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5710467,"threshold_uncertainty_score":0.992056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007600508055768117,"score_gpt":0.2177771236770462,"score_spread":0.2101766156212781,"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."}}