{"id":"W4297805207","doi":"10.1364/cleo_at.2022.jm4e.3","title":"Short Pulse Mid-IR Fiber Lasers for Advanced Applications in Industry and Science","year":2022,"lang":"en","type":"article","venue":"Conference on Lasers and Electro-Optics","topic":"Photonic Crystal and Fiber Optics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Québec Metro High Tech Park (Canada)","funders":"","keywords":"Fiber laser; Laser; Pulse (music); Optoelectronics; Materials science; Optical fiber; Optics; Computer science; Engineering physics; Engineering; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005812886,0.0004048154,0.000260973,0.0004542739,0.0003463632,0.0005235109,0.0005597627,0.0006343688,0.005063507],"category_scores_gemma":[0.0003603368,0.0001319972,0.0002615514,0.0004456983,0.0003004316,0.001040316,0.0004660284,0.0009948214,0.001275782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003139314,"about_ca_system_score_gemma":0.0004037574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002622628,"about_ca_topic_score_gemma":0.0004696872,"domain_scores_codex":[0.9997553,0.00002568818,0.000009581301,0.00003589421,0.0001485657,0.00002493804],"domain_scores_gemma":[0.9996445,0.0001113746,0.00004727807,0.00002651225,0.0001277155,0.00004253714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001932931,0.00008683916,0.0010006,0.001290905,0.00002787584,0.0001589556,0.0001799572,0.0005106481,0.7489461,0.009668365,0.003958657,0.2339777],"study_design_scores_gemma":[0.00002219066,0.001649257,0.003623774,0.0004074676,0.00009428245,0.001979186,0.0002312225,0.00566588,0.6488485,0.007323874,0.3300799,0.00007436203],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1820927,0.4392745,0.3059974,0.003231275,0.002707733,0.0002428676,0.0006146372,0.001127098,0.06471173],"genre_scores_gemma":[0.4750563,0.2403678,0.2284541,0.001706684,0.002309684,0.0003438828,0.0008976219,0.0002666228,0.05059735],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005063507,"threshold_uncertainty_score":0.0169391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01370352341443533,"score_gpt":0.2417521296580864,"score_spread":0.2280486062436511,"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."}}