{"id":"W7071526587","doi":"","title":"Tm3+:ZBLAN fiber lasers and their applications for spectroscopy","year":2014,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Photonic Crystal and Fiber Optics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Fiber laser; Laser; ZBLAN; Laser power scaling; Slope efficiency; Polarization controller; Tunable laser; Polarization-maintaining optical fiber; Distributed feedback laser; Dispersion-shifted fiber","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002607131,0.0006809301,0.0006218302,0.0002019134,0.0005263112,0.0000894124,0.0003813766,0.0005846873,0.000102443],"category_scores_gemma":[0.0000542108,0.0006829245,0.0002497159,0.000232915,0.00004480901,0.0002237047,0.00004581056,0.0007971955,0.0001227196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000278019,"about_ca_system_score_gemma":0.00001896734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001496198,"about_ca_topic_score_gemma":0.0003437466,"domain_scores_codex":[0.9979602,0.00003173208,0.0005268045,0.0006557574,0.0002095533,0.0006159694],"domain_scores_gemma":[0.9986165,0.000212912,0.0001532766,0.0005993573,0.0001326552,0.0002853358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003700709,0.0003027456,0.00001073684,0.006133322,0.001346858,0.00001215257,0.00009268906,0.001000654,0.6042233,0.1184953,0.000294835,0.2677174],"study_design_scores_gemma":[0.0009252915,0.0001437099,0.00008501415,0.0002144027,0.0002129521,0.0000180136,0.0002361939,0.001263391,0.1653715,0.03190583,0.7982094,0.001414308],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.82196,0.0009216208,0.00005060193,0.0000133426,0.001139332,0.002822093,0.005977037,0.00116456,0.1659514],"genre_scores_gemma":[0.9821675,0.0005183849,0.003104462,0.0001120457,0.0001787041,0.001551289,0.00366695,0.0004950553,0.008205578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7979146,"threshold_uncertainty_score":0.9995622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007734257132402671,"score_gpt":0.2105429161721906,"score_spread":0.2028086590397879,"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."}}