{"id":"W1560870066","doi":"10.1109/leos.1990.690516","title":"1990 Update On High Power Diode Array Pumped Lasers","year":2005,"lang":"en","type":"article","venue":"","topic":"Laser Design and Applications","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Douglas Mental Health University Institute","funders":"","keywords":"Optoelectronics; Diode; Laser; Power (physics); Semiconductor laser theory; Materials science; Computer science; Electrical engineering; Optics; Physics; Engineering","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":["insufficient_payload"],"category_scores_codex":[0.00002876322,0.0000893701,0.00006834101,0.00003145551,0.0000311456,0.00002166964,0.00009331426,0.00003630824,0.001127146],"category_scores_gemma":[0.000001879341,0.00007617102,0.00002853577,0.00008556603,0.00000958347,0.00006884624,0.00000485686,0.00007397239,0.003145222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003178444,"about_ca_system_score_gemma":0.000003254422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001308228,"about_ca_topic_score_gemma":0.00001798654,"domain_scores_codex":[0.9995733,0.00000419752,0.00009174455,0.0001044909,0.00007326088,0.0001529855],"domain_scores_gemma":[0.9996832,0.000016041,0.00000661694,0.0002194298,0.00000719997,0.00006749052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001917955,0.0001988394,0.0001021344,0.00001995634,0.0001185716,0.000005248129,0.0002475534,0.07349392,0.1452018,0.0986817,0.672529,0.00938209],"study_design_scores_gemma":[0.0003609848,0.00001646349,0.0005217826,0.000005431711,0.000009686716,0.000001402459,0.000019008,0.005502744,0.2302613,0.0004100403,0.7626348,0.0002563492],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4829216,0.00005782721,0.0762106,0.008092518,0.0003703733,0.000426311,0.00006683769,0.002493061,0.4293609],"genre_scores_gemma":[0.9923092,0.00001491812,0.003188531,0.0007980368,0.00008172784,0.00002553043,0.00002000037,0.00002134281,0.003540754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5093876,"threshold_uncertainty_score":0.999786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006394697721568,"score_gpt":0.1956889480178971,"score_spread":0.1892942502963291,"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."}}