{"id":"W2783463141","doi":"10.1109/hpd.2017.8261099","title":"Thermal management characterization of microassembled high power DFB broad area lasers emitting at 975 nm","year":2017,"lang":"en","type":"preprint","venue":"","topic":"Semiconductor Lasers and Optical Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Materials science; Laser; Optoelectronics; Thermal resistance; Characterization (materials science); Diode; Thermal; Fiber laser; Semiconductor laser theory; Doping; Power (physics); Absorption (acoustics); Optics; Nanotechnology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000132839,0.0003701606,0.0004711773,0.0001162951,0.00007520942,0.00011487,0.0004883969,0.0003091993,0.0007482017],"category_scores_gemma":[0.0000109353,0.0003396447,0.0001635306,0.0000439665,0.00003903894,0.0001324632,0.0005997997,0.0002782515,0.00006005917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001108348,"about_ca_system_score_gemma":0.00001089168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007066323,"about_ca_topic_score_gemma":0.00001367614,"domain_scores_codex":[0.9985884,0.00001826645,0.0004479839,0.0003968708,0.0002216566,0.0003267585],"domain_scores_gemma":[0.9988321,0.00003071289,0.0002140836,0.0007644129,0.00006511163,0.0000935999],"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":[0.00003234908,0.00005760042,0.002209481,0.001534164,0.0006853318,0.00003414198,0.0002546984,0.006471796,0.9851197,0.0004713131,0.0006462654,0.002483164],"study_design_scores_gemma":[0.001624215,0.00005905423,0.1461345,0.001999155,0.0005116629,0.000004328128,0.0002087675,0.03242737,0.8071711,0.0001920387,0.007499395,0.00216844],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9656721,0.0001099658,0.0003128625,0.00005158481,0.001336171,0.0003685064,0.00006504887,0.0002383992,0.03184538],"genre_scores_gemma":[0.995841,0.0002447743,0.0008942024,0.0000588235,0.0000935136,0.0000310085,0.0003334229,0.00007158016,0.002431685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1779486,"threshold_uncertainty_score":0.9999056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01204903223958997,"score_gpt":0.2134915207716488,"score_spread":0.2014424885320588,"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."}}