{"id":"W7056913958","doi":"","title":"High energetic and highly stable pulses from a Ho:YLF regenerative amplifier","year":2016,"lang":"en","type":"article","venue":"Max Planck Digital Library","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Amplifier; Instability; Pulse (music); Crystal (programming language); Regenerative amplification; Repetition (rhetorical device); Point (geometry)","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":[0.00002159026,0.0001829316,0.0001936696,0.0000620245,0.00007161257,0.0004223392,0.0001807078,0.00003651386,0.07627286],"category_scores_gemma":[0.000007315639,0.0001240083,0.00004159754,0.0001008339,0.00008070371,0.0004236882,0.0003025498,0.00007591628,0.0002445088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002205096,"about_ca_system_score_gemma":0.00006661707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001927497,"about_ca_topic_score_gemma":0.000003696013,"domain_scores_codex":[0.9988909,0.00002710484,0.0001981632,0.0003567853,0.0002047797,0.0003222356],"domain_scores_gemma":[0.9992831,0.000219139,0.00004874022,0.0002605668,0.0000175755,0.0001709217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001519868,0.0001959238,0.2243387,0.00001365239,0.00009591335,0.00002722721,0.00006006694,7.354709e-7,0.009612666,0.05366231,0.2694117,0.4424292],"study_design_scores_gemma":[0.00155851,0.0002002069,0.03476677,0.00008984386,0.00001438906,8.189731e-7,0.0001226961,0.00002896415,0.0363003,0.02887909,0.8975405,0.0004979438],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7739453,0.0002218967,0.0002497174,0.00287332,0.0001309579,0.0002309855,0.004830434,0.00007870504,0.2174387],"genre_scores_gemma":[0.9180104,0.0000110529,0.000304625,0.0001064726,0.0003772882,0.00004118554,0.0005924192,0.00002299098,0.08053362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6281288,"threshold_uncertainty_score":0.9245716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00634276978309174,"score_gpt":0.1832241988883017,"score_spread":0.17688142910521,"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."}}