{"meta":{"query_hash":"28d9c0732b72","filters":{"venue":"Springer series in optical sciences/SPringer series in optical sciences"},"cohort_total":20,"direct_labels_cover":0,"predictions_cover":20,"exported":20,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/28d9c0732b72","api":"https://metacan.xera.ac/api/v1/cohort?venue=Springer+series+in+optical+sciences%2FSPringer+series+in+optical+sciences"},"results":[{"id":"W153442435","doi":"10.1007/978-3-642-28252-2_7","title":"Raman Microscopy : A Versatile Approach to Bio-Imaging","year":2012,"lang":"en","type":"book-chapter","venue":"Springer series in optical sciences/SPringer series in optical sciences","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Microscopy; Biomedicine; Raman spectroscopy; Nanotechnology; Preclinical imaging; Computer science; Computational biology; Biology; Materials science; In vivo; Optics; Physics; Bioinformatics","score_opus":0.019724277000714125,"score_gpt":0.3101487051417098,"score_spread":0.29042442814099567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W153442435","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0051020784,0.1886384,0.66805756,0.0028442875,0.0031684162,0.00022190588,0.0006150546,0.0037863264,0.12756602],"genre_scores_gemma":[0.061572857,0.18105179,0.4361848,0.002533873,0.0026132138,0.0005820659,0.00080538035,0.0016365385,0.31301942],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992418,0.00006288353,0.00001742774,0.00012588172,0.00051065505,0.00004134963],"domain_scores_gemma":[0.9998054,0.00009771506,0.000010587491,0.000030918574,0.00004147056,0.000013873886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000676445,0.0012217718,0.001135926,0.0013466739,0.00052860234,0.0021095444,0.0026057195,0.001914345,0.010163123],"category_scores_gemma":[0.00039090804,0.0010099626,0.0006668589,0.0014254398,0.0015032772,0.002541082,0.0017980095,0.002954524,0.008211464],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053197033,0.00010084457,0.00007679009,0.0015902881,0.00007476529,0.0002871384,0.0003133536,0.001959784,0.34487587,0.11879875,0.05738612,0.47448316],"study_design_scores_gemma":[0.000021444255,0.000093285176,0.00023261599,0.00018768224,0.000043113876,0.001634302,0.00008453436,0.006840415,0.1505781,0.048180025,0.7919919,0.00011258705],"about_ca_topic_score_codex":0.00028242046,"about_ca_topic_score_gemma":0.00066383305,"teacher_disagreement_score":0.010163123,"about_ca_system_score_codex":0.0005046471,"about_ca_system_score_gemma":0.00044592627,"threshold_uncertainty_score":0.033999026},"labels":[],"label_agreement":null},{"id":"W1667928200","doi":"10.1007/978-1-4419-1744-7","title":"Photonic Microresonator Research and Applications","year":2010,"lang":"en","type":"book","venue":"Springer series in optical sciences/SPringer series in optical sciences","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":135,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Commercialization; Photonics; Fabrication; Integrated optics; Nanotechnology; Optoelectronics; Materials science; Physics; Business","score_opus":0.026929796142678066,"score_gpt":0.29656075755316147,"score_spread":0.2696309614104834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1667928200","genre_codex":"review","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01991804,0.5241014,0.08497825,0.0022901858,0.011228174,0.00014143826,0.00020107301,0.0012690002,0.3558725],"genre_scores_gemma":[0.06893803,0.22399932,0.05837817,0.0010429648,0.0033769186,0.00017275504,0.0003142054,0.0002759736,0.64350164],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998155,0.000008865237,0.0000060790526,0.000035453475,0.00011493633,0.00001922362],"domain_scores_gemma":[0.99989116,0.000039211376,0.0000087901535,0.000012070532,0.00003498565,0.000013708627],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002701449,0.0007991525,0.00061086443,0.0007634695,0.00033666013,0.0009205224,0.0009028986,0.0007564563,0.013679066],"category_scores_gemma":[0.0001964269,0.00047214865,0.00036875447,0.0006615931,0.00041366633,0.0014726621,0.0005674912,0.00085872633,0.0054228553],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007607161,0.0000823209,0.00010570242,0.0012028479,0.000020483965,0.0001602208,0.00012423388,0.0013612898,0.24270406,0.05156762,0.047819164,0.654776],"study_design_scores_gemma":[0.000014701022,0.00016853238,0.00047106997,0.0001734236,0.000022567905,0.0007986301,0.000037790887,0.005637499,0.059724983,0.0142863095,0.918631,0.00003347774],"about_ca_topic_score_codex":0.00014516838,"about_ca_topic_score_gemma":0.00043325365,"teacher_disagreement_score":0.013679066,"about_ca_system_score_codex":0.00046427545,"about_ca_system_score_gemma":0.00043478486,"threshold_uncertainty_score":0.04576099},"labels":[],"label_agreement":null},{"id":"W1677417458","doi":"10.1007/978-1-4419-1744-7_6","title":"Band-Limited Microresonator Reflectors and Mirror Structures","year":2010,"lang":"en","type":"book-chapter","venue":"Springer series in optical sciences/SPringer series in optical sciences","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Stopband; Optics; Resonator; Reflection (computer programming); Distortion (music); SIGNAL (programming language); Reflection coefficient; Optoelectronics; Physics; Materials science; Computer science","score_opus":0.017289414282672902,"score_gpt":0.250914803141087,"score_spread":0.2336253888584141,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1677417458","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37738827,0.024363149,0.39645535,0.00076010235,0.00063525315,0.00015323645,0.00029799508,0.0019466582,0.19800007],"genre_scores_gemma":[0.7992512,0.0053313444,0.115552634,0.00015908804,0.0001544931,0.00011913815,0.0001736029,0.00020548038,0.079053186],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999723,0.000039381353,0.000012533696,0.00005580589,0.00014498999,0.000024248824],"domain_scores_gemma":[0.99968195,0.00014447403,0.00005396233,0.000068680194,0.00004026534,0.000010670493],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026027922,0.0005139558,0.00053505204,0.0002338021,0.00023399254,0.00090929976,0.0012506752,0.00072434754,0.0028819044],"category_scores_gemma":[0.00059892447,0.000544165,0.00029662886,0.00015816482,0.00045216756,0.0010076915,0.00039548037,0.00037306565,0.0012603872],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020322595,0.000071080685,0.00035318895,0.0004392467,0.000030375544,0.00026118653,0.0001837931,0.013118327,0.7832774,0.14108501,0.0028963124,0.058080938],"study_design_scores_gemma":[0.00008300434,0.00041745225,0.0018333389,0.000106631436,0.00006299618,0.0021177647,0.0001368381,0.23826836,0.64305615,0.06568257,0.04811422,0.00012073272],"about_ca_topic_score_codex":0.00018639861,"about_ca_topic_score_gemma":0.0004559122,"teacher_disagreement_score":0.0028819044,"about_ca_system_score_codex":0.00032039598,"about_ca_system_score_gemma":0.00016379329,"threshold_uncertainty_score":0.009640992},"labels":[],"label_agreement":null},{"id":"W2107893101","doi":"10.1007/978-0-387-34756-1_32","title":"Controlling High-Harmonic Generation via Molecular Alignment","year":2004,"lang":"en","type":"book-chapter","venue":"Springer series in optical sciences/SPringer series in optical sciences","topic":"Laser-Matter Interactions and Applications","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institut National de la Recherche Scientifique; National Research Council Canada","funders":"","keywords":"High harmonic generation; Harmonics; Molecule; Laser; Perpendicular; Pulse (music); Second-harmonic generation; Wave packet; Materials science; Yield (engineering); Harmonic; Femtosecond; Optics; Optoelectronics; Atomic physics; Chemistry; Physics; Geometry","score_opus":0.017657644099985582,"score_gpt":0.263180651978405,"score_spread":0.24552300787841944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2107893101","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8002709,0.005186964,0.11267112,0.0010095258,0.0006834554,0.00014554325,0.00020236378,0.0016322377,0.07819786],"genre_scores_gemma":[0.96430427,0.0016127822,0.021369154,0.00013615373,0.00011161677,0.00006204085,0.00008567517,0.00012818252,0.012190242],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99989796,0.000008200963,0.000005016065,0.000022165164,0.000041221363,0.000025381412],"domain_scores_gemma":[0.9999087,0.000030784708,0.000030643467,0.000013755253,0.000007971993,0.000008158855],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017315026,0.0003237944,0.00022796917,0.00019566201,0.0002889806,0.0006382825,0.00059447257,0.00029133118,0.003129864],"category_scores_gemma":[0.00019132109,0.00026023953,0.000109749555,0.00032992713,0.00039183532,0.0008799767,0.00059010467,0.00052116887,0.00083612296],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000073145915,0.00007017737,0.00028374058,0.00014024,0.000008256546,0.00003670964,0.00007342793,0.001468154,0.94610214,0.016308444,0.0008384201,0.034597088],"study_design_scores_gemma":[0.000045583252,0.00012738816,0.00088239333,0.00001279827,0.000010001286,0.00006498605,0.000027721642,0.014811953,0.9595767,0.002252498,0.022161698,0.000026460402],"about_ca_topic_score_codex":0.0001393909,"about_ca_topic_score_gemma":0.00039133697,"teacher_disagreement_score":0.003129864,"about_ca_system_score_codex":0.0003789649,"about_ca_system_score_gemma":0.00012216107,"threshold_uncertainty_score":0.01047045},"labels":[],"label_agreement":null},{"id":"W2187681273","doi":"10.1007/978-3-540-36386-6_15","title":"Optical Coatings on Plastics","year":2003,"lang":"en","type":"book-chapter","venue":"Springer series in optical sciences/SPringer series in optical sciences","topic":"Metal and Thin Film Mechanics","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Materials science; Flexibility (engineering); Polymer; Composite material; Optical fiber; Plastics industry; Nanotechnology; Optics","score_opus":0.024242590344860277,"score_gpt":0.23426793810847313,"score_spread":0.21002534776361284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2187681273","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.019013282,0.07904266,0.0381984,0.0017046061,0.011194944,0.00009808095,0.00022813662,0.0009927591,0.84952706],"genre_scores_gemma":[0.07098301,0.03150583,0.012045622,0.0005516305,0.00092988595,0.000061657694,0.00027897267,0.00030013034,0.8833432],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998246,0.0000075057515,0.000005164667,0.000030140312,0.00011085406,0.000021847285],"domain_scores_gemma":[0.9999447,0.000008046723,0.000005704947,0.00001293646,0.000022316033,0.000006293962],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007824672,0.00096575724,0.0004499343,0.00094323006,0.00061994913,0.0011896612,0.00065978436,0.00061931193,0.031075556],"category_scores_gemma":[0.00018833466,0.00045748075,0.00035114406,0.0006533811,0.00046331808,0.0010854128,0.00078302564,0.0010343785,0.0104184905],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006826827,0.00007517665,0.00018983359,0.0010837446,0.000035510428,0.00039501078,0.00018563206,0.0017972946,0.24998291,0.13334353,0.12685792,0.4859852],"study_design_scores_gemma":[0.0000068541267,0.00006151941,0.0007195507,0.00013064536,0.000013567795,0.00087751856,0.000052360036,0.0028521207,0.11062492,0.014349217,0.8702876,0.000023996005],"about_ca_topic_score_codex":0.00040230877,"about_ca_topic_score_gemma":0.0008313661,"teacher_disagreement_score":0.031075556,"about_ca_system_score_codex":0.00048795412,"about_ca_system_score_gemma":0.00024936302,"threshold_uncertainty_score":0.10395813},"labels":[],"label_agreement":null},{"id":"W2266682162","doi":"10.1007/978-0-387-34756-1_58","title":"Femtosecond Electron Optics: Towards Atomically Resolved Transition States","year":2004,"lang":"en","type":"book-chapter","venue":"Springer series in optical sciences/SPringer series in optical sciences","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Femtosecond; Electron; Diffraction; Electron diffraction; Ground state; Femtochemistry; Ultrafast electron diffraction; Optics; SIGNAL (programming language); Physics; Amplitude; Scattering; Atomic physics; Resolution (logic); Materials science; Laser; Computer science; Quantum mechanics","score_opus":0.015007342483264472,"score_gpt":0.2741413647746562,"score_spread":0.25913402229139176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2266682162","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.116075546,0.11010965,0.41233957,0.005040705,0.003703087,0.00013751835,0.00024263177,0.002278188,0.3500731],"genre_scores_gemma":[0.49517143,0.04363925,0.1971937,0.0010308498,0.0008678613,0.000096754666,0.000284249,0.000559127,0.2611568],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99990904,0.000009606381,0.000003205948,0.000015615196,0.00005132943,0.0000111545705],"domain_scores_gemma":[0.99987066,0.000078848105,0.0000062064983,0.000019288553,0.000017688764,0.000007369345],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024604815,0.00025507426,0.00022962118,0.0003471715,0.0003247218,0.00078588905,0.0005993242,0.00067536737,0.0058632367],"category_scores_gemma":[0.0003349121,0.00035337848,0.00013502057,0.00044384864,0.00066489796,0.0024104947,0.00045253083,0.0011141076,0.0012910345],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014288857,0.00008688411,0.0002499766,0.0005297933,0.000020336343,0.00014194043,0.0005505492,0.0021231393,0.20662186,0.43347934,0.015759876,0.3402934],"study_design_scores_gemma":[0.000034775767,0.00014909384,0.0007646395,0.0001726812,0.000018088982,0.0009203166,0.00013666363,0.015218255,0.36646742,0.15535496,0.46072617,0.000036945607],"about_ca_topic_score_codex":0.00012159278,"about_ca_topic_score_gemma":0.0002679336,"teacher_disagreement_score":0.0058632367,"about_ca_system_score_codex":0.00037745328,"about_ca_system_score_gemma":0.00019675701,"threshold_uncertainty_score":0.019614518},"labels":[],"label_agreement":null},{"id":"W2502177739","doi":"10.1007/978-0-387-34756-1","title":"Ultrafast Optics IV","year":2004,"lang":"en","type":"book","venue":"Springer series in optical sciences/SPringer series in optical sciences","topic":"Laser-Matter Interactions and Applications","field":"Physics and Astronomy","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Steacie Institute for Molecular Sciences","funders":"","keywords":"Ultrashort pulse; Cover (algebra); Optics; Field (mathematics); State (computer science); Physics; Engineering; Computer science; Mechanical engineering; Mathematics; Laser","score_opus":0.01685273196351975,"score_gpt":0.2794866063327532,"score_spread":0.2626338743692334,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2502177739","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0052237012,0.057442736,0.036215313,0.0021005422,0.008814286,0.00008187449,0.00020728642,0.0005525139,0.8893617],"genre_scores_gemma":[0.025620757,0.01788908,0.00555675,0.00046245896,0.001346136,0.000060955263,0.0001412772,0.00020045711,0.94872206],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998646,0.0000108045815,0.0000029469738,0.000025267467,0.000080440645,0.000015865871],"domain_scores_gemma":[0.99991107,0.000016166425,0.0000057611833,0.000022073229,0.00003138029,0.000013574266],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014872385,0.0006455653,0.0003463145,0.0007954195,0.0006908871,0.0012039131,0.00051129516,0.0005328056,0.041759387],"category_scores_gemma":[0.0002777313,0.00026678827,0.00029242033,0.00060657616,0.0006064247,0.0012737596,0.00073467713,0.0011136767,0.014461351],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000067651534,0.00006107722,0.00024120622,0.0005290536,0.000020314263,0.00009654438,0.00021724394,0.0016103827,0.031026065,0.22217686,0.19208628,0.55186737],"study_design_scores_gemma":[0.0000055912783,0.000039077906,0.00072929583,0.000119003766,0.000006341987,0.00027704798,0.000047375266,0.0015234798,0.0090310685,0.046770904,0.94143873,0.000012100357],"about_ca_topic_score_codex":0.00060894445,"about_ca_topic_score_gemma":0.000807304,"teacher_disagreement_score":0.041759387,"about_ca_system_score_codex":0.0009508477,"about_ca_system_score_gemma":0.00046861477,"threshold_uncertainty_score":0.1396991},"labels":[],"label_agreement":null},{"id":"W2896761110","doi":"10.1007/978-3-319-98548-0_1","title":"Waveguide Evanescent Field Fluorescence and Scattering Microscopy: The Status Quo","year":2018,"lang":"en","type":"book-chapter","venue":"Springer series in optical sciences/SPringer series in optical sciences","topic":"Near-Field Optical Microscopy","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Evanescent wave; Status quo; Optics; Scattering; Materials science; Microscopy; Waveguide; Fluorescence microscope; Fluorescence; Field (mathematics); Optoelectronics; Physics; Political science","score_opus":0.014533831126931176,"score_gpt":0.2601145804680556,"score_spread":0.2455807493411244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2896761110","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0038659323,0.79245985,0.066191465,0.028712247,0.0077459537,0.000036748035,0.00016311486,0.00039890473,0.100425854],"genre_scores_gemma":[0.040420465,0.686069,0.053161386,0.0068604336,0.009417434,0.00009912583,0.0002020985,0.0002783374,0.20349172],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99962485,0.00006725007,0.000012932385,0.00007237573,0.00018665547,0.000035952937],"domain_scores_gemma":[0.99952996,0.00027118935,0.000024892415,0.00003575501,0.00009104468,0.0000471434],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015684061,0.0005292701,0.00071143,0.00076967606,0.00035800668,0.0024926506,0.0012909084,0.0019506299,0.0065131895],"category_scores_gemma":[0.0008479588,0.0003897699,0.00027348637,0.0011776945,0.002724345,0.0067291376,0.0014010686,0.0023425894,0.0034280056],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008997294,0.000050122297,0.00008069754,0.0014567932,0.00001300249,0.00004482256,0.00022948056,0.00043450686,0.016528308,0.32299155,0.05259474,0.605486],"study_design_scores_gemma":[0.000011865003,0.000043626915,0.00015010225,0.00031041412,0.0000062880804,0.00023466944,0.00010168443,0.0018256973,0.007016942,0.09072181,0.89955395,0.000023001236],"about_ca_topic_score_codex":0.00042854782,"about_ca_topic_score_gemma":0.0008250358,"teacher_disagreement_score":0.0065131895,"about_ca_system_score_codex":0.0009713975,"about_ca_system_score_gemma":0.001276584,"threshold_uncertainty_score":0.021788776},"labels":[],"label_agreement":null},{"id":"W421679052","doi":"10.1007/978-3-642-40003-2_10","title":"Cavity-Enhanced Spectroscopy on Silica Microsphere Resonators","year":2013,"lang":"en","type":"book-chapter","venue":"Springer series in optical sciences/SPringer series in optical sciences","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Resonator; Microsphere; Spectroscopy; Materials science; Optoelectronics; Optics; Physics; Engineering; Chemical engineering; Quantum mechanics","score_opus":0.01227104333057489,"score_gpt":0.23976808681420714,"score_spread":0.22749704348363226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W421679052","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71356875,0.014093589,0.15585011,0.0010800556,0.00064444746,0.00012676412,0.00024293538,0.0010720657,0.11332131],"genre_scores_gemma":[0.884151,0.004683815,0.04867103,0.00016673595,0.00025372676,0.000054909167,0.0001548754,0.00017395812,0.061689988],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99985325,0.00001578531,0.0000034074894,0.000026781541,0.0000823035,0.000018392926],"domain_scores_gemma":[0.99989045,0.00006007629,0.000011301787,0.000015312331,0.000016520524,0.0000062229974],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001685587,0.0004443361,0.0003798623,0.00019691316,0.00020638724,0.00043704666,0.00080210995,0.00047357008,0.0032163896],"category_scores_gemma":[0.00021421532,0.00026838994,0.0002766937,0.0002519123,0.00062952307,0.0008373129,0.00051003107,0.00052334723,0.0010592241],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000066585926,0.000024411918,0.000071914066,0.00018245529,0.000009903034,0.000109587905,0.00011696029,0.0017957134,0.95451844,0.024794579,0.00096322875,0.017346257],"study_design_scores_gemma":[0.00003914527,0.0002491446,0.0010373557,0.000042036576,0.000011668483,0.00029971404,0.00005112025,0.032503832,0.9298941,0.01137891,0.024449842,0.00004321411],"about_ca_topic_score_codex":0.00024953496,"about_ca_topic_score_gemma":0.00056738494,"teacher_disagreement_score":0.0032163896,"about_ca_system_score_codex":0.00038088395,"about_ca_system_score_gemma":0.00014900007,"threshold_uncertainty_score":0.01075989},"labels":[],"label_agreement":null},{"id":"W4233756465","doi":"10.1007/978-3-319-98402-5","title":"Quantum Photonics: Pioneering Advances and Emerging Applications","year":2019,"lang":"en","type":"book","venue":"Springer series in optical sciences/SPringer series in optical sciences","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Photonics; Photon; Ultrashort pulse; Quantum; Quantum optics; Physics; Quantum technology; Nonlinear optics; Nonlinear system; Optoelectronics; Quantum mechanics; Open quantum system; Laser","score_opus":0.010341263506029279,"score_gpt":0.24880848546812073,"score_spread":0.23846722196209144,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233756465","genre_codex":"review","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019536004,0.8925894,0.008667623,0.0022920014,0.0057421015,0.000029210392,0.00013417317,0.00020843907,0.08838344],"genre_scores_gemma":[0.015180248,0.82702297,0.012177822,0.001548108,0.0062000337,0.00004904927,0.00021641697,0.00014299774,0.13746239],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997009,0.00002435118,0.000009304253,0.000050389157,0.00018637688,0.000028750112],"domain_scores_gemma":[0.9997179,0.0001294401,0.000024622434,0.000017185868,0.000068107955,0.000042761207],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039881485,0.000989075,0.0008566101,0.0013551675,0.0004216547,0.0025455153,0.00089779816,0.0010914084,0.014042102],"category_scores_gemma":[0.0005618567,0.00045362764,0.00042227414,0.0026089125,0.000979424,0.0030422357,0.0013047942,0.0023823087,0.007595058],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004981342,0.00010077165,0.00010951477,0.0029733467,0.00003172049,0.00011658298,0.00013866399,0.0006747836,0.014329685,0.062339388,0.14263141,0.77650434],"study_design_scores_gemma":[0.0000097209995,0.000052491323,0.0003109292,0.00043050683,0.000012732738,0.00043398183,0.000048948856,0.0008777194,0.0020615284,0.027787322,0.96795076,0.000023269793],"about_ca_topic_score_codex":0.0002256858,"about_ca_topic_score_gemma":0.0007750497,"teacher_disagreement_score":0.014042102,"about_ca_system_score_codex":0.00050519983,"about_ca_system_score_gemma":0.00087726174,"threshold_uncertainty_score":0.046975553},"labels":[],"label_agreement":null},{"id":"W4236647172","doi":"10.1007/978-3-642-37623-8_1","title":"Attosecond Science","year":2013,"lang":"en","type":"book-chapter","venue":"Springer series in optical sciences/SPringer series in optical sciences","topic":"Laser-Matter Interactions and Applications","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; Joint Attosecond Science Laboratory","funders":"","keywords":"Attosecond; Physics; Optics","score_opus":0.019831582318377748,"score_gpt":0.2796278097460544,"score_spread":0.25979622742767666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236647172","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008576325,0.04975264,0.031397536,0.0037659018,0.010405493,0.00010035339,0.00049884984,0.001064016,0.8944389],"genre_scores_gemma":[0.12390942,0.04656084,0.020830939,0.0041997144,0.0029057742,0.00032746437,0.001307369,0.0004897007,0.7994688],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998085,0.000012057304,0.0000054325133,0.000039743994,0.00011193851,0.00002237464],"domain_scores_gemma":[0.99991345,0.00001808758,0.000004698526,0.000024714867,0.00002436472,0.000014744502],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002048494,0.0005251815,0.00039076773,0.0007372775,0.00067773135,0.0014275564,0.0008463528,0.00074685377,0.047018047],"category_scores_gemma":[0.00033633757,0.00029872273,0.00020929736,0.0007057727,0.00081569544,0.001557421,0.0013958174,0.0020984425,0.013853235],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000084509324,0.00006175793,0.00015822214,0.0005519558,0.00002238228,0.00017156402,0.00011613951,0.0005960665,0.052852597,0.47450045,0.15359087,0.31729355],"study_design_scores_gemma":[0.000011988956,0.000037737358,0.00031035853,0.000083931525,0.000007076535,0.0002886183,0.000027377278,0.0010059305,0.018767795,0.09351358,0.8859284,0.00001711058],"about_ca_topic_score_codex":0.00023767243,"about_ca_topic_score_gemma":0.0003815155,"teacher_disagreement_score":0.047018047,"about_ca_system_score_codex":0.0008415815,"about_ca_system_score_gemma":0.0004573506,"threshold_uncertainty_score":0.15729105},"labels":[],"label_agreement":null},{"id":"W4296878864","doi":"10.1007/978-3-030-97493-0_12","title":"Dissipative Solitons in Microresonators","year":2022,"lang":"en","type":"book-chapter","venue":"Springer series in optical sciences/SPringer series in optical sciences","topic":"Advanced Fiber Laser Technologies","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Dissipative system; Resonator; Context (archaeology); Physics; Soliton; Dispersion (optics); Field (mathematics); Classical mechanics; Optics; Nonlinear system; Quantum mechanics; Mathematics","score_opus":0.01870872685582668,"score_gpt":0.2752442516345113,"score_spread":0.25653552477868463,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296878864","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30989727,0.046858504,0.20804426,0.003051167,0.004478441,0.00012740583,0.00015615448,0.00069857755,0.4266882],"genre_scores_gemma":[0.743948,0.010562308,0.013937169,0.00029732112,0.0010227918,0.000110194,0.000061236344,0.00014213484,0.2299189],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9999021,0.00002100042,0.000004370404,0.000016323822,0.00004195774,0.000014129623],"domain_scores_gemma":[0.9998919,0.00005687949,0.000012551065,0.000011740232,0.000015254154,0.000011683581],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020260488,0.00048137273,0.00045455483,0.00044853962,0.00048414778,0.0014305381,0.0005192618,0.0005946468,0.0034898925],"category_scores_gemma":[0.00040742528,0.00034154276,0.0002668941,0.00041926224,0.001071076,0.00087705115,0.0006440526,0.000720643,0.00061382545],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043270302,0.0000439523,0.00009400082,0.0001477535,0.00001722987,0.00018041006,0.0005147127,0.0138324015,0.028521126,0.92383707,0.0038514268,0.028916707],"study_design_scores_gemma":[0.00002885442,0.0000958131,0.00050590816,0.000055035733,0.000014954664,0.00028714433,0.00019469835,0.07263802,0.009089978,0.8810604,0.03598121,0.00004795676],"about_ca_topic_score_codex":0.00017221617,"about_ca_topic_score_gemma":0.00019851858,"teacher_disagreement_score":0.0034898925,"about_ca_system_score_codex":0.00050982716,"about_ca_system_score_gemma":0.0001970839,"threshold_uncertainty_score":0.011674821},"labels":[],"label_agreement":null},{"id":"W4362685145","doi":"10.1007/978-3-031-14752-4_24","title":"Role of Surface Chemistry on Wettability of Laser Micro-/Nanostructured Metallic Surfaces","year":2023,"lang":"en","type":"book-chapter","venue":"Springer series in optical sciences/SPringer series in optical sciences","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Wetting; Superhydrophilicity; Contact angle; Materials science; Nanotechnology; Wetting transition; Biofouling; X-ray photoelectron spectroscopy; Transition metal; Laser; Chemical engineering; Composite material; Chemistry; Optics; Organic chemistry; Engineering","score_opus":0.023861027234482635,"score_gpt":0.2556262289952527,"score_spread":0.2317652017607701,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362685145","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84509164,0.0633859,0.011218259,0.0007207198,0.0006531974,0.00007860991,0.00028207648,0.00031622112,0.07825334],"genre_scores_gemma":[0.93497294,0.01831761,0.0033262314,0.00021540036,0.00019486263,0.000029521656,0.00021527139,0.00015640087,0.04257182],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9999325,0.000005650267,0.000002359532,0.000014264256,0.000029878312,0.00001522877],"domain_scores_gemma":[0.9999273,0.00004892058,0.000005290436,0.0000052112523,0.000009777101,0.0000035564776],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010401298,0.0002766573,0.00027090008,0.00013943676,0.0001834089,0.0005993899,0.00035279174,0.00028492295,0.00383274],"category_scores_gemma":[0.00015270585,0.00020946209,0.00024919782,0.00012330119,0.00018149457,0.0004057215,0.00023578641,0.00039917429,0.00084005605],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006499963,0.000025777807,0.00009774299,0.00023436974,0.000010577859,0.00010258677,0.000039788156,0.0004344599,0.9744323,0.0013628191,0.00035492776,0.022839626],"study_design_scores_gemma":[0.000006894336,0.00020330721,0.0012735769,0.00001763387,0.000016414675,0.00016458558,0.000027158316,0.003775244,0.9872938,0.0008032866,0.006408596,0.000009519602],"about_ca_topic_score_codex":0.00028738406,"about_ca_topic_score_gemma":0.00041326293,"teacher_disagreement_score":0.00383274,"about_ca_system_score_codex":0.00023086964,"about_ca_system_score_gemma":0.00009848425,"threshold_uncertainty_score":0.012821734},"labels":[],"label_agreement":null},{"id":"W4362685159","doi":"10.1007/978-3-031-14752-4_6","title":"In-Situ Observation of the Formation of Laser-Induced Periodic Surface Structures with Extreme Spatial and Temporal Resolution","year":2023,"lang":"en","type":"book-chapter","venue":"Springer series in optical sciences/SPringer series in optical sciences","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Lawrence Livermore National Laboratory; Bundesministerium für Bildung und Forschung; Office of Science; Stiftelsen för Strategisk Forskning; Deutsche Forschungsgemeinschaft; Swedish Foundation for International Cooperation in Research and Higher Education; U.S. Department of Energy; European Commission; Eli Lilly and Company; University of California, Davis; Vetenskapsrådet; National Science Foundation","keywords":"Laser; DESY; Picosecond; Temporal resolution; Nanosecond; Optics; Materials science; Wavelength; Instability; Optoelectronics; Physics","score_opus":0.037859397126369314,"score_gpt":0.24289882533828233,"score_spread":0.205039428211913,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362685159","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9567539,0.0014364568,0.029392812,0.00018750988,0.00010639456,0.00004895118,0.00049014174,0.00021532009,0.011368474],"genre_scores_gemma":[0.96769196,0.00072422216,0.023158267,0.00007107521,0.000045576366,0.00004197627,0.00032726148,0.000056848832,0.007882885],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9999299,0.0000056839117,0.0000022626034,0.000016828672,0.00003141906,0.000013895385],"domain_scores_gemma":[0.9998846,0.0000546162,0.000019524867,0.0000186643,0.000013276244,0.0000093152685],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011495387,0.00016034296,0.00018608465,0.00014042133,0.00015865784,0.00037358367,0.00041929082,0.0004287578,0.0021949199],"category_scores_gemma":[0.00013908393,0.00020875865,0.00014080963,0.0001815529,0.00026528846,0.00037134686,0.00029166357,0.00052643317,0.0004012394],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022385964,0.000011002444,0.00007238755,0.000025381794,0.0000021620021,0.00002685783,0.000015169695,0.00007196574,0.99810946,0.00010457801,0.00007095239,0.0014678078],"study_design_scores_gemma":[0.000008148888,0.000058782945,0.0022728534,0.0000027084955,0.0000047596723,0.00016549297,0.000034534736,0.0025763302,0.9935961,0.00010779839,0.0011683959,0.0000040277373],"about_ca_topic_score_codex":0.00025311485,"about_ca_topic_score_gemma":0.0006342427,"teacher_disagreement_score":0.0021949199,"about_ca_system_score_codex":0.00018391166,"about_ca_system_score_gemma":0.00008216741,"threshold_uncertainty_score":0.007342696},"labels":[],"label_agreement":null},{"id":"W4386784584","doi":"10.1007/978-3-031-34742-9_1","title":"Analytical Methods for (Near-Field) Optics and Plasmonics","year":2023,"lang":"en","type":"book-chapter","venue":"Springer series in optical sciences/SPringer series in optical sciences","topic":"Plasmonic and Surface Plasmon Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Orthogonality; Plasmon; Lossy compression; Quasistatic process; Field (mathematics); Physics; Ray transfer matrix analysis; Optics; Matching (statistics); Transformation optics; Computer science; Metamaterial; Mathematics; Quantum mechanics; Geometry","score_opus":0.05042344944625266,"score_gpt":0.34214125794584194,"score_spread":0.2917178084995893,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386784584","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011140725,0.018390423,0.85727483,0.00075959234,0.0029077458,0.000061728926,0.00018611834,0.0009044136,0.11840111],"genre_scores_gemma":[0.03402761,0.026741251,0.47394198,0.00084574777,0.00156904,0.0002836804,0.00043876143,0.0011491609,0.46100274],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99954826,0.00006278835,0.000018704503,0.00005859023,0.00028829635,0.00002339245],"domain_scores_gemma":[0.9996512,0.00015790845,0.000015707792,0.000054888886,0.000110507855,0.000009812667],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042455262,0.001076871,0.0007902895,0.0013897602,0.0004897021,0.0014491349,0.0011655699,0.0010629533,0.021088758],"category_scores_gemma":[0.0010433487,0.00046867685,0.00070278463,0.0010344682,0.0008142576,0.001974133,0.00096185604,0.0017343434,0.014842347],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023702492,0.000084829124,0.00008605314,0.0008267848,0.000042053216,0.00014015252,0.00018052795,0.006100732,0.020666188,0.48556972,0.07716986,0.4091095],"study_design_scores_gemma":[0.000010516643,0.000028018396,0.00025723202,0.00020268634,0.00002817504,0.00059480604,0.00008268738,0.05135826,0.013115894,0.42638332,0.5078957,0.000042710606],"about_ca_topic_score_codex":0.0005569864,"about_ca_topic_score_gemma":0.0008330274,"teacher_disagreement_score":0.021088758,"about_ca_system_score_codex":0.0006187494,"about_ca_system_score_gemma":0.00050019164,"threshold_uncertainty_score":0.07054889},"labels":[],"label_agreement":null},{"id":"W4386784618","doi":"10.1007/978-3-031-34742-9","title":"Advances in Near-Field Optics","year":2023,"lang":"en","type":"book","venue":"Springer series in optical sciences/SPringer series in optical sciences","topic":"Near-Field Optical Microscopy","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"Air Force Office of Scientific Research; Natural Sciences and Engineering Research Council of Canada; Queen's University; Agence Nationale de la Recherche; Strong; Alexander von Humboldt-Stiftung","keywords":"Nanophotonics; Field (mathematics); Physical optics; Plasmon; Optics; Style (visual arts); Engineering physics; Physics; Art; Visual arts","score_opus":0.013698102204459342,"score_gpt":0.2710672691622149,"score_spread":0.2573691669577556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386784618","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0022749295,0.21974894,0.038335964,0.0020532156,0.014121256,0.000053289026,0.00017418561,0.0005984705,0.7226397],"genre_scores_gemma":[0.010445976,0.09537946,0.0134457955,0.00056392426,0.0027552745,0.000041682117,0.00022031109,0.00023353034,0.876914],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997168,0.000019475625,0.000009358793,0.00003856265,0.00019552231,0.000020145999],"domain_scores_gemma":[0.9997662,0.0000782188,0.000012581207,0.00003544652,0.000078495286,0.000029053479],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026944603,0.0012950592,0.0009244446,0.0015880489,0.0005927602,0.0016817318,0.0008520875,0.0008848242,0.06143493],"category_scores_gemma":[0.00041656577,0.0005340157,0.00048682286,0.00175238,0.00059167313,0.0036752808,0.0012745115,0.0021342533,0.03161573],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037463196,0.000078580655,0.00007530194,0.0010133027,0.000021891428,0.00009480011,0.000115426694,0.0015391283,0.01693986,0.119521536,0.18965878,0.670904],"study_design_scores_gemma":[0.0000038893404,0.000025116988,0.00021778328,0.00016461939,0.000006515357,0.00024465748,0.000025464104,0.0015698299,0.0022528502,0.025623722,0.96985334,0.00001212923],"about_ca_topic_score_codex":0.00034906986,"about_ca_topic_score_gemma":0.0007948379,"teacher_disagreement_score":0.06143493,"about_ca_system_score_codex":0.0006592897,"about_ca_system_score_gemma":0.0004797045,"threshold_uncertainty_score":0.20552027},"labels":[],"label_agreement":null},{"id":"W4386784681","doi":"10.1007/978-3-031-34742-9_3","title":"Quasinormal Mode Theories and Applications in Classical and Quantum Nanophotonics","year":2023,"lang":"en","type":"book-chapter","venue":"Springer series in optical sciences/SPringer series in optical sciences","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Nanophotonics; Physics; Hermitian matrix; Quantum optics; Plasmon; Quantum; Quantum mechanics; Theoretical physics; Optics","score_opus":0.015580426236056707,"score_gpt":0.2509523004812045,"score_spread":0.23537187424514777,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386784681","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025723612,0.10624501,0.21420473,0.0070724017,0.007098992,0.00008443697,0.00017764948,0.0005498961,0.63884324],"genre_scores_gemma":[0.3570702,0.07435831,0.10323876,0.0020694174,0.008536299,0.000309761,0.0003025708,0.0004548672,0.45365986],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9997899,0.00005778657,0.000012525273,0.000025283585,0.000094192525,0.000020414476],"domain_scores_gemma":[0.9996394,0.00020666144,0.000019612427,0.000049342892,0.00006389764,0.000021067306],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00061201776,0.0007836381,0.00071053556,0.0013151766,0.0009671182,0.0024329058,0.0011164555,0.0013260122,0.008473337],"category_scores_gemma":[0.0006999039,0.00050420733,0.0005288578,0.0014200893,0.0036312994,0.0041008038,0.0009357566,0.0024792263,0.0017921892],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002266438,0.000009469989,0.000011866026,0.000043244512,0.0000014353053,0.0000106392135,0.00007268906,0.00032270604,0.00046531574,0.9891852,0.0028341655,0.007041084],"study_design_scores_gemma":[0.0000018375957,0.0000071663817,0.00004508959,0.000022992774,0.000001394305,0.000052189193,0.000037791542,0.0035661783,0.00023885058,0.97630584,0.019714015,0.0000066051034],"about_ca_topic_score_codex":0.00045063806,"about_ca_topic_score_gemma":0.0006274709,"teacher_disagreement_score":0.008473337,"about_ca_system_score_codex":0.0010037232,"about_ca_system_score_gemma":0.000502949,"threshold_uncertainty_score":0.028346121},"labels":[],"label_agreement":null},{"id":"W44548966","doi":"10.1007/978-1-4939-1179-0_6","title":"Laser Processed Photonic Devices","year":2014,"lang":"en","type":"book-chapter","venue":"Springer series in optical sciences/SPringer series in optical sciences","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Photonics; Photolithography; Laser; Integrated optics; Electronics; Nanotechnology; Engineering; Software deployment; Laser science; Computer science; Engineering physics; Materials science; Electrical engineering; Optics; Physics; Optoelectronics","score_opus":0.016589259669463577,"score_gpt":0.24579956316104762,"score_spread":0.22921030349158406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W44548966","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010113085,0.074424416,0.07185923,0.002150296,0.0102807265,0.00025427184,0.00076476595,0.0018093138,0.8283438],"genre_scores_gemma":[0.025752528,0.02837916,0.027111158,0.00068809395,0.0009239602,0.00017445623,0.0008261113,0.0004515545,0.91569304],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996588,0.00001377229,0.000010108304,0.00006752208,0.00022028647,0.000029433917],"domain_scores_gemma":[0.99991536,0.000015328771,0.000008734395,0.00002051169,0.000030854513,0.000009243141],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021534656,0.0010357966,0.00066831656,0.001113472,0.00072207215,0.0018073234,0.0012722028,0.0010729133,0.048018586],"category_scores_gemma":[0.00026736935,0.0006781271,0.00039578739,0.0010407853,0.00060388865,0.0022921842,0.0013318134,0.0018291144,0.035802778],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057605983,0.00012641647,0.000109612796,0.0012266402,0.000037005808,0.0001967116,0.0001783799,0.0008091044,0.16323325,0.08525195,0.18179365,0.5669797],"study_design_scores_gemma":[0.0000073390593,0.00006777233,0.0003048172,0.00014965849,0.000012872652,0.0005536668,0.00003564396,0.0017072484,0.07130188,0.0129513955,0.9128859,0.000021761201],"about_ca_topic_score_codex":0.00018917207,"about_ca_topic_score_gemma":0.00062959566,"teacher_disagreement_score":0.048018586,"about_ca_system_score_codex":0.00075179763,"about_ca_system_score_gemma":0.00049811666,"threshold_uncertainty_score":0.16063815},"labels":[],"label_agreement":null},{"id":"W52577409","doi":"10.1007/978-3-540-36386-6_17","title":"Optical Coatings for Displays","year":2003,"lang":"en","type":"book-chapter","venue":"Springer series in optical sciences/SPringer series in optical sciences","topic":"Optical Coatings and Gratings","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Multimedia; Computer science; Virtual reality; Interface (matter); Human–computer interaction; Computer graphics (images); Engineering","score_opus":0.02783364466963455,"score_gpt":0.2784172555791263,"score_spread":0.2505836109094917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W52577409","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004585124,0.1995924,0.04642956,0.0040437677,0.014226836,0.00016861995,0.00046309395,0.002231434,0.72825915],"genre_scores_gemma":[0.025162969,0.057210576,0.018938223,0.0011138676,0.0015523566,0.00009201992,0.00038643312,0.0005465191,0.894997],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995735,0.000021910395,0.000013898568,0.00008656685,0.00026191803,0.000042146763],"domain_scores_gemma":[0.99988496,0.000017026796,0.000009599007,0.000027196887,0.000048818078,0.000012323054],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025323484,0.0013767993,0.0007994156,0.0013161441,0.0010260346,0.0024971983,0.0012024421,0.0016080888,0.056170534],"category_scores_gemma":[0.0003944455,0.00060140615,0.00044573226,0.0010556651,0.00059011026,0.0025612693,0.0013998295,0.002013817,0.024743566],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054119148,0.00006730556,0.00011861486,0.0012859097,0.000033235618,0.00021025367,0.00017688163,0.0005294876,0.10485717,0.10362744,0.2852497,0.5037898],"study_design_scores_gemma":[0.0000054346315,0.000023400276,0.00020000388,0.00009248883,0.000009613195,0.00039388923,0.000029982775,0.0006439795,0.021710549,0.00814765,0.9687297,0.00001336503],"about_ca_topic_score_codex":0.00051834376,"about_ca_topic_score_gemma":0.0015765047,"teacher_disagreement_score":0.056170534,"about_ca_system_score_codex":0.0008949366,"about_ca_system_score_gemma":0.00041993623,"threshold_uncertainty_score":0.18790919},"labels":[],"label_agreement":null},{"id":"W638809954","doi":"10.1007/978-3-642-40003-2","title":"Cavity-Enhanced Spectroscopy and Sensing","year":2013,"lang":"en","type":"book","venue":"Springer series in optical sciences/SPringer series in optical sciences","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":237,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Spectroscopy; Materials science; Environmental science; Optoelectronics; Physics","score_opus":0.014285022154059777,"score_gpt":0.25296151735749517,"score_spread":0.2386764952034354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W638809954","genre_codex":"review","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020359179,0.4607098,0.22274674,0.003754685,0.009471153,0.00025527543,0.00037832436,0.00212911,0.2801957],"genre_scores_gemma":[0.105462775,0.17209193,0.09269691,0.0025877084,0.0048217764,0.00042276306,0.0005741542,0.00053196,0.62081],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996393,0.000027057455,0.000008202555,0.00006871566,0.00023024381,0.000026466838],"domain_scores_gemma":[0.999884,0.000051265666,0.000009828486,0.000017611403,0.000029099665,0.000008205745],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002725823,0.0011228481,0.0010285984,0.0007453095,0.0003021326,0.0011081198,0.0013418486,0.0013675034,0.012953419],"category_scores_gemma":[0.00031971768,0.0006238587,0.00038593664,0.0010572668,0.001130116,0.0024787937,0.001162962,0.0021932204,0.008080794],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006561127,0.00011772718,0.00006709837,0.0017089318,0.000043399334,0.00017809658,0.0001725294,0.0012410266,0.4352334,0.058443487,0.058380563,0.444348],"study_design_scores_gemma":[0.000022385084,0.00015986542,0.0004570384,0.00021122875,0.000021013442,0.0010190853,0.00006907662,0.0064572445,0.16846476,0.031093527,0.7919554,0.000069321715],"about_ca_topic_score_codex":0.00016772775,"about_ca_topic_score_gemma":0.00041860333,"teacher_disagreement_score":0.012953419,"about_ca_system_score_codex":0.00053914625,"about_ca_system_score_gemma":0.00029560435,"threshold_uncertainty_score":0.04333353},"labels":[],"label_agreement":null}]}