{"id":"W4406673156","doi":"10.1016/b978-0-08-049996-3.50011-6","title":"10.1016/b978-0-08-049996-3.50011-6","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Semiconductor Lasers and Optical Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Optoelectronics; Materials science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005452312,0.0004956345,0.0004981004,0.0001733685,0.0000426831,0.00007179984,0.0003455118,0.0004149753,0.9974917],"category_scores_gemma":[0.000008496706,0.0005037042,0.0001846579,0.00004526984,0.00004379981,0.00008625888,0.00005457052,0.0004086907,0.9968321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008714788,"about_ca_system_score_gemma":0.00001938473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005815976,"about_ca_topic_score_gemma":3.795052e-7,"domain_scores_codex":[0.998657,0.000005100729,0.0003319068,0.0003629583,0.0002496791,0.0003932827],"domain_scores_gemma":[0.999097,0.00006275518,0.00003269521,0.0004850077,0.0000398153,0.0002827178],"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":[0.00003419169,0.00001351815,4.285626e-9,0.0001107953,0.0002478585,0.00008630003,0.0000140004,0.0008245308,0.0001107116,0.0002303386,0.4909338,0.507394],"study_design_scores_gemma":[0.0001289153,0.00005923745,3.544396e-7,0.0001494777,0.00008048778,0.00001203905,2.261527e-7,0.0004843368,0.00005666314,0.0002077919,0.998199,0.0006215103],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000005191559,0.001111696,6.955779e-7,0.00002533158,0.00001499885,0.0002372037,0.0001279228,0.0005766688,0.9979003],"genre_scores_gemma":[0.000004024743,0.000004353535,0.0001078222,0.00003753548,0.000470807,0.00001329923,0.000108387,0.000202112,0.9990516],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5072652,"threshold_uncertainty_score":0.9997414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007652920478604089,"score_gpt":0.1590171559807149,"score_spread":0.1513642355021109,"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."}}