{"id":"W3104098660","doi":"10.1109/ipc47351.2020.9252308","title":"Mid-Infrared Fiber Lasers","year":2020,"lang":"en","type":"article","venue":"","topic":"Photonic Crystal and Fiber Optics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Laser; Physics; Infrared; Analytical Chemistry (journal); Optics; Chemistry; Organic chemistry","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":[0.000008805387,0.00005900624,0.00006109801,0.000007583895,0.00001027134,0.00001204212,0.0000591337,0.00002751077,0.001560776],"category_scores_gemma":[0.000004524366,0.00005404371,0.00002806125,0.00007439044,0.000007386359,0.00004046986,0.00001615925,0.00006019459,0.0005921279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009654785,"about_ca_system_score_gemma":0.000003981404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.621419e-7,"about_ca_topic_score_gemma":6.400574e-7,"domain_scores_codex":[0.9997141,0.00000131357,0.00006694664,0.00006095004,0.00004880363,0.000107931],"domain_scores_gemma":[0.9998276,0.000008139423,0.000003079316,0.00006609667,0.000005503171,0.00008958649],"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":[0.00004516593,0.00004606815,0.0002579236,0.000436615,0.0002493616,0.0001268953,0.005511302,0.06174932,0.1352874,0.001237789,0.7792729,0.01577927],"study_design_scores_gemma":[0.0003110976,0.0000288894,0.00009315286,0.000004487507,0.000008784747,0.000003030628,0.0001446602,0.1075825,0.02899808,0.0001831665,0.8624164,0.0002257122],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2017962,0.0001679646,0.001911559,0.000673599,0.0002139066,0.0001168012,0.00001658896,0.001425596,0.7936777],"genre_scores_gemma":[0.9932576,0.00001872032,0.001639251,0.0006196907,0.000074942,0.000003956111,0.000007358564,0.00002273707,0.004355761],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7914613,"threshold_uncertainty_score":0.9993519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.012003812726638,"score_gpt":0.1794920340104124,"score_spread":0.1674882212837744,"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."}}