{"id":"W6987379681","doi":"","title":"Spotlight on optics summary: visible femtosecond fiber laser","year":2023,"lang":"en","type":"other","venue":"ePrints Soton (University of Southampton)","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Laser; Ultrashort pulse; Femtosecond; Fiber laser; Ultrashort pulse laser; Optical fiber; X-ray laser; Visible spectrum; Femtosecond pulse shaping","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002756536,0.0008744581,0.0003042453,0.0009894152,0.001061046,0.001639128,0.0005510524,0.001720062,0.2686048],"category_scores_gemma":[0.0004715017,0.0002868322,0.0004165231,0.0008298553,0.0004390458,0.001441267,0.0007109732,0.00142859,0.07846104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001370227,"about_ca_system_score_gemma":0.0009362681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002653615,"about_ca_topic_score_gemma":0.004765977,"domain_scores_codex":[0.9997261,0.00001642726,0.00001036455,0.00004129198,0.0001622865,0.00004346006],"domain_scores_gemma":[0.9994698,0.00004918738,0.00002056214,0.00007461705,0.0003065709,0.00007922577],"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":[0.0001280685,0.00004225312,0.0004170774,0.0004081641,0.00001181373,0.0002326285,0.00007647244,0.0002294268,0.03593402,0.01406199,0.7215809,0.2268771],"study_design_scores_gemma":[0.000008547835,0.00002788195,0.000501053,0.00004387262,0.000003677984,0.000113095,0.00003923105,0.0002202236,0.003686326,0.001399771,0.9939489,0.000007317461],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00669935,0.01550882,0.01623399,0.01823719,0.04697793,0.000388028,0.002115861,0.0038782,0.8899608],"genre_scores_gemma":[0.02022867,0.005589578,0.004506319,0.002113303,0.00337864,0.00007392604,0.001118058,0.0002640741,0.9627275],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2686048,"threshold_uncertainty_score":0.8985725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01821867203208179,"score_gpt":0.1964427761039947,"score_spread":0.1782241040719129,"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."}}