{"id":"W4249640712","doi":"10.1007/978-1-4614-5491-5_200174","title":"Microscopic Lenses","year":2015,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced optical system design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Geography","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":[0.0001686996,0.001215489,0.0004850356,0.001337738,0.0009443676,0.001635685,0.0008472016,0.0007114768,0.09868803],"category_scores_gemma":[0.0003071393,0.0005853109,0.000400752,0.0009083682,0.0006256978,0.001785082,0.001235153,0.001508723,0.03189427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001216442,"about_ca_system_score_gemma":0.0007826165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001621127,"about_ca_topic_score_gemma":0.004604698,"domain_scores_codex":[0.9997773,0.000009756207,0.000004593815,0.00004305207,0.0001458807,0.00001942118],"domain_scores_gemma":[0.999899,0.00001523703,0.000006819026,0.00002561334,0.00004346832,0.000009803697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003755137,0.00003262326,0.0001281935,0.0004477905,0.0000129088,0.00008916667,0.0001806647,0.001231091,0.02491985,0.2565472,0.2107651,0.5056078],"study_design_scores_gemma":[0.000003774193,0.00001436878,0.000197194,0.00007273675,0.000006383939,0.0002452161,0.00003316702,0.001126711,0.008387833,0.01437836,0.9755205,0.00001379355],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001792293,0.006704763,0.06761742,0.0004329702,0.001039939,0.00006035909,0.0003801828,0.001516967,0.9204551],"genre_scores_gemma":[0.01121991,0.004882768,0.01913085,0.000193812,0.0001515664,0.00005035342,0.0003498205,0.0003377662,0.9636832],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09868803,"threshold_uncertainty_score":0.3301443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03839159888706076,"score_gpt":0.2276500258735967,"score_spread":0.1892584269865359,"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."}}