{"id":"W4205415719","doi":"10.1002/9781119945161.ch4","title":"Optical Processes","year":2012,"lang":"en","type":"other","venue":"","topic":"Silicon and Solar Cell Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Absorption (acoustics); Semiconductor; Recombination; Impurity; Luminescence; Optoelectronics; Materials science; Chemistry; Optics; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000009029455,0.00009899338,0.00009780155,0.000067501,0.00000319518,0.000008113354,0.00009577623,0.0002618816,0.006403897],"category_scores_gemma":[0.00001225838,0.00007937478,0.00001469687,0.00005378204,0.00002065431,0.0000105694,0.00001529956,0.00009884673,0.00119305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005625669,"about_ca_system_score_gemma":0.000004093336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001989459,"about_ca_topic_score_gemma":0.00001525499,"domain_scores_codex":[0.9997377,6.650134e-7,0.00003961892,0.00005400756,0.0000397662,0.0001282771],"domain_scores_gemma":[0.9998288,0.000006548406,0.000004339718,0.0001348271,0.000002184265,0.00002334985],"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":[6.814847e-8,0.000004571086,0.00005527597,0.000232597,0.00002090957,0.000001090933,0.000004643222,0.000001060232,0.00003933061,0.002010745,0.9897549,0.007874831],"study_design_scores_gemma":[0.00002150071,0.000001890033,0.000007381326,0.00001860532,0.000005150273,0.000001385301,0.00001289117,0.00001718962,0.002295605,0.00002167446,0.9974804,0.0001163164],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001173451,0.0054814,0.0007579196,0.000008551857,0.0001952984,0.00004787287,0.00000147908,0.005564168,0.9879315],"genre_scores_gemma":[0.002472688,0.0008357684,0.002333557,0.00001343011,0.0001408867,0.00001130816,0.000003843722,0.0003221324,0.9938664],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.007758514,"threshold_uncertainty_score":0.9995846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01022854738224734,"score_gpt":0.1984232254733276,"score_spread":0.1881946780910802,"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."}}