{"id":"W4409421349","doi":"10.1017/9781009000963","title":"Pedrottis' Introduction to Optics","year":2024,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"History and Developments in Astronomy","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"IBI Group (Canada); Trent University","funders":"","keywords":"Computer science","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":[0.00007511911,0.0003405971,0.000310865,0.000216467,0.0001793402,0.00006491861,0.000380046,0.0001350071,0.00004669788],"category_scores_gemma":[0.000001569414,0.0004299486,0.0001704534,0.00002237429,0.00009306341,0.00007310577,0.0003618762,0.000532045,0.0004279416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004210942,"about_ca_system_score_gemma":0.0004757923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002500631,"about_ca_topic_score_gemma":1.742946e-7,"domain_scores_codex":[0.9987077,0.00003084101,0.000178818,0.0006063348,0.0001856362,0.0002906409],"domain_scores_gemma":[0.9991302,0.00001891314,0.00009404451,0.0004591734,0.00009017748,0.0002074209],"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":[0.00001442028,0.000008045634,0.000001764904,0.00003129518,0.0001233802,0.00001815732,0.00006533977,0.00000952195,0.000006228979,0.4259538,0.5702555,0.003512556],"study_design_scores_gemma":[0.0001637658,0.00002576685,0.000002451357,0.00007697013,0.0001712309,0.000001597661,0.00005805035,0.000007036198,0.0001351022,0.000025182,0.9989181,0.0004148188],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004602082,0.00002244263,0.01365897,0.00003753851,0.001543926,0.0003928446,0.0003144203,0.0001184372,0.9838654],"genre_scores_gemma":[0.00008276017,9.379119e-7,0.002224424,0.00002439439,0.002965195,0.000003649223,0.0002528252,0.0000510388,0.9943948],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4286625,"threshold_uncertainty_score":0.9998152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009127418321086872,"score_gpt":0.1935702587425008,"score_spread":0.1844428404214139,"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."}}