{"id":"W4392654384","doi":"10.3390/app14062323","title":"Brief Review of Recent Developments in Fiber Lasers","year":2024,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Optical properties and cooling technologies in crystalline materials","field":"Physics and Astronomy","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Materials science","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":[0.0003717249,0.00005792943,0.0001183768,0.00003226831,0.00002941641,0.00003216234,0.0002138385,0.00001414119,0.001185757],"category_scores_gemma":[0.000009992701,0.00003989663,0.0000175787,0.0003346816,0.0001517862,0.00003695906,0.0001028353,0.00004774362,0.00004006533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009418174,"about_ca_system_score_gemma":0.00006475394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001519286,"about_ca_topic_score_gemma":3.833622e-7,"domain_scores_codex":[0.99938,0.000006649902,0.0001992453,0.0001623705,0.0001204388,0.0001312994],"domain_scores_gemma":[0.9998374,0.00003043606,0.00002497714,0.00008218466,0.00001201504,0.00001300725],"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":[0.000007468472,0.00007271171,0.0004375944,0.001583096,0.00002529833,0.000001752548,0.00008452467,0.00006786823,0.003930828,0.4272532,0.004176339,0.5623593],"study_design_scores_gemma":[0.0002217988,0.00007894956,0.0001953071,0.005669916,0.00002206723,6.113166e-7,0.0004819238,0.0002466208,0.06021044,0.07259308,0.8598345,0.0004447806],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1910711,0.008152098,0.0004409594,0.002817003,0.0004895628,0.0006141483,0.00001866449,0.0001681867,0.7962282],"genre_scores_gemma":[0.9955202,0.00102019,0.003166052,0.0001145064,0.00002114329,0.00002670198,0.000002482303,0.000003440987,0.0001252829],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8556582,"threshold_uncertainty_score":0.9997273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03361764257371148,"score_gpt":0.2962325745534471,"score_spread":0.2626149319797356,"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."}}