{"id":"W4408561067","doi":"10.2139/ssrn.5183950","title":"Thermal Stability of Inas/Inp Quantum Dot Lasers","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Semiconductor Lasers and Optical Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Quantum dot; Optoelectronics; Laser; Quantum dot laser; Materials science; Thermal stability; Thermal; Stability (learning theory); Quantum well; Semiconductor laser theory; Physics; Semiconductor; Optics; Computer science; Quantum mechanics; Thermodynamics","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0009137914,0.0003381176,0.0005335201,0.0001538932,0.0000582234,0.00005048948,0.0005959969,0.0003300091,0.0001310546],"category_scores_gemma":[0.00006585468,0.0003031808,0.00031565,0.0001518803,0.0000771229,0.00009886296,0.0001758326,0.004733436,0.000007195585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009939086,"about_ca_system_score_gemma":0.001746279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001279,"about_ca_topic_score_gemma":0.0003583205,"domain_scores_codex":[0.9971349,0.0000796778,0.0005804741,0.0002670204,0.0002854656,0.0016525],"domain_scores_gemma":[0.9991058,0.0001075702,0.0001475444,0.0004114714,0.0001239992,0.0001035949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009608786,0.001261679,0.02738581,0.009270893,0.01319499,0.0000762574,0.003796619,0.288729,0.1815532,0.4098819,0.002258181,0.06163054],"study_design_scores_gemma":[0.004715096,0.001261812,0.005670427,0.00273189,0.00176754,0.000157905,0.0111723,0.098577,0.1067695,0.7553,0.007272746,0.004603716],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857877,0.008753228,0.0006631984,0.0001082539,0.00122074,0.0001773661,0.00005062437,0.0001068152,0.00313203],"genre_scores_gemma":[0.9942877,0.005231627,0.0000811523,0.00002279061,0.0002149787,0.000007932939,0.0000138893,0.00003260385,0.0001072949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3454181,"threshold_uncertainty_score":0.999942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01174927255159261,"score_gpt":0.2335176062119867,"score_spread":0.2217683336603941,"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."}}