{"meta":{"query_hash":"1623e978f92c","filters":{"venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)"},"cohort_total":27,"direct_labels_cover":0,"predictions_cover":27,"exported":27,"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/1623e978f92c","api":"https://metacan.xera.ac/api/v1/cohort?venue=Frontiers+in+Optics+%2B+Laser+Science+2022+%28FIO%2C+LS%29"},"results":[{"id":"W4315562704","doi":"10.1364/ls.2022.lm5f.2","title":"Energy and Angular Distribution Measurements of Electron-ejection from the Focus of High-Intensity Laser Pulses","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Laser-Matter Interactions and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Electron; Laser; Focus (optics); Atomic physics; Physics; Intensity (physics); Energy (signal processing); Optics; High energy; Nuclear physics","score_opus":0.008144547379636047,"score_gpt":0.22424721886927051,"score_spread":0.21610267148963447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4315562704","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":[0.97345495,0.0008692524,0.020311354,0.00006071749,0.000020030944,0.000023269033,0.00018980795,0.00013729862,0.004933189],"genre_scores_gemma":[0.99037486,0.0003892139,0.0072987354,0.000040252475,0.000013520399,0.000024156243,0.0001236708,0.000039807543,0.0016957555],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997569,0.000019737883,0.0000067412207,0.000051037987,0.00011899666,0.000046658726],"domain_scores_gemma":[0.99957293,0.00015643949,0.00011629367,0.000036056856,0.00007564985,0.000042563224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025606452,0.00027346602,0.00023548715,0.00079450896,0.0002812379,0.00048520855,0.00050568377,0.000493578,0.00242816],"category_scores_gemma":[0.00069356017,0.00024166421,0.00011429205,0.0004969541,0.0005607164,0.00048173653,0.0005094859,0.0005199371,0.0004067646],"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":[0.00025645172,0.00003203246,0.004410065,0.00005072007,0.000018374287,0.00014550771,0.00015898701,0.00023275804,0.98679745,0.00059540273,0.000108397595,0.007193934],"study_design_scores_gemma":[0.00003677107,0.00016851707,0.04239339,0.0000129330965,0.000022309208,0.0005349479,0.0001236446,0.0027203618,0.95240045,0.00023897577,0.0013226217,0.0000251379],"about_ca_topic_score_codex":0.00070164766,"about_ca_topic_score_gemma":0.0009497459,"teacher_disagreement_score":0.00242816,"about_ca_system_score_codex":0.00030638062,"about_ca_system_score_gemma":0.00016236179,"threshold_uncertainty_score":0.00812304},"labels":[],"label_agreement":null},{"id":"W4315562764","doi":"10.1364/ls.2022.lm3f.3","title":"Measurement Capabilities of a Quantum Agent","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Quantum Mechanics and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Institute for Advanced Research; University of Toronto","funders":"","keywords":"Qubit; Quantum; Computer science; Quantum memory; Quantum sensor; Quantum technology; Quantum network; Quantum error correction; Physics; Quantum computer; Open quantum system; Quantum mechanics","score_opus":0.01635366223630194,"score_gpt":0.23911322534913626,"score_spread":0.22275956311283432,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4315562764","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":[0.32359928,0.0016873687,0.50232667,0.0043182923,0.00026724976,0.00016047937,0.0005188525,0.0013562036,0.16576561],"genre_scores_gemma":[0.96885663,0.0002902914,0.026305413,0.00017739944,0.00006976281,0.000045936686,0.000070081296,0.00004179313,0.004142639],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9976324,0.000676917,0.00018716899,0.00047722357,0.00076825323,0.00025795694],"domain_scores_gemma":[0.992473,0.0033857236,0.0006112316,0.0019967787,0.0010110356,0.0005222595],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025661772,0.0005684361,0.0005348896,0.0014205681,0.0010324375,0.004732347,0.0010446844,0.0013719393,0.0048596123],"category_scores_gemma":[0.009232376,0.00039255168,0.0004709339,0.00072517985,0.0023433967,0.007325327,0.0032076705,0.0015012996,0.0009967478],"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":[0.00017024647,0.000080605314,0.0034149697,0.00018766784,0.00010810981,0.00033887642,0.0012568827,0.009293002,0.021387335,0.92813516,0.0011606406,0.034466464],"study_design_scores_gemma":[0.000090876456,0.0005236701,0.0037003872,0.00022661913,0.0003191919,0.0016896164,0.0011350414,0.22336319,0.055705667,0.65850955,0.054533344,0.00020284369],"about_ca_topic_score_codex":0.0011555188,"about_ca_topic_score_gemma":0.00058903365,"teacher_disagreement_score":0.0048596123,"about_ca_system_score_codex":0.00064439396,"about_ca_system_score_gemma":0.0010273292,"threshold_uncertainty_score":0.016257048},"labels":[],"label_agreement":null},{"id":"W4315562828","doi":"10.1364/fio.2022.jw5a.32","title":"Voltage-controlled superradiance above an indium tin oxide thin film structure","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Quantum optics and atomic interactions","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Superradiance; Indium tin oxide; Indium; Optoelectronics; Oxide; Tin; Materials science; Interference (communication); Thin film; Nanotechnology; Physics; Electrical engineering; Optics; Metallurgy; Engineering","score_opus":0.005086829327007548,"score_gpt":0.23257470113425305,"score_spread":0.2274878718072455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4315562828","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":[0.990712,0.00009094733,0.0048687686,0.000049464947,0.000021824944,0.0000093309545,0.000014189551,0.00006127984,0.0041721407],"genre_scores_gemma":[0.99680495,0.000035557492,0.0027284035,0.0000070635556,0.0000033734045,0.0000046925747,0.0000063095777,0.000006294468,0.00040337341],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9999348,0.00000663913,0.0000020068223,0.000012993481,0.000028265144,0.000015289823],"domain_scores_gemma":[0.9998596,0.000045984383,0.00003818501,0.000016228136,0.000019162124,0.00002086466],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008869196,0.00017494122,0.00016086454,0.00013752724,0.00029359723,0.0003817784,0.00062526355,0.00019782416,0.00092347094],"category_scores_gemma":[0.00036251714,0.00014904042,0.00012793338,0.00011513938,0.00038649316,0.00025506696,0.00019431372,0.00025812353,0.000099744386],"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":[0.00008322678,0.000032234217,0.0005186967,0.00003960024,0.0000116753945,0.00014632352,0.00008150976,0.0048821,0.987507,0.0052658664,0.00006775309,0.0013640843],"study_design_scores_gemma":[0.00016661448,0.00064369047,0.004164431,0.000015321537,0.000066241235,0.00028273615,0.00008442966,0.30054653,0.6894447,0.0026113396,0.0019442986,0.000029765151],"about_ca_topic_score_codex":0.0010243821,"about_ca_topic_score_gemma":0.0016262045,"teacher_disagreement_score":0.0010243821,"about_ca_system_score_codex":0.0003960006,"about_ca_system_score_gemma":0.00026806796,"threshold_uncertainty_score":0.0030893683},"labels":[],"label_agreement":null},{"id":"W4315562870","doi":"10.1364/ls.2022.lm5f.6","title":"Maxwell and the Modern Quantum Vacuum","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Quantum Electrodynamics and Casimir Effect","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Maxwell's equations; Electromagnetic field; QED vacuum; Physics; Quantum; Relation (database); Field (mathematics); Vacuum energy; Quantum electrodynamics; Quantum mechanics; Theoretical physics; Classical mechanics; Computer science; Mathematics","score_opus":0.0028292463627150335,"score_gpt":0.20361929505614063,"score_spread":0.2007900486934256,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4315562870","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":[0.08875258,0.16776226,0.034683272,0.07955405,0.006815263,0.00003724545,0.0002866663,0.00024275342,0.6218659],"genre_scores_gemma":[0.87724125,0.031844985,0.0073984903,0.007556762,0.0059857345,0.000058937432,0.00010866491,0.00007433356,0.0697308],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9995882,0.0001787986,0.000011214617,0.00006368764,0.00009830918,0.00005986827],"domain_scores_gemma":[0.9997534,0.00010762705,0.000027717648,0.000033287386,0.000042107702,0.000035843554],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009501776,0.00025731046,0.0003054651,0.0007452364,0.0014437533,0.0016141159,0.0002884142,0.0009647475,0.0035496391],"category_scores_gemma":[0.0014028717,0.00017754069,0.0002190737,0.0005079185,0.004747094,0.0032228013,0.0011486548,0.001697833,0.00052977126],"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":[0.000004016206,0.000002705309,0.00003927691,0.000011153096,0.0000012442124,0.000011110567,0.00012017817,0.000081443904,0.00007078648,0.99404967,0.0026448506,0.0029635546],"study_design_scores_gemma":[0.0000024599851,0.000006476811,0.00016494578,0.000023912618,0.0000012671991,0.000045130408,0.00007830379,0.00028696307,0.000057981204,0.9522799,0.04704767,0.000004990126],"about_ca_topic_score_codex":0.0017946092,"about_ca_topic_score_gemma":0.0011924646,"teacher_disagreement_score":0.0035496391,"about_ca_system_score_codex":0.0019429964,"about_ca_system_score_gemma":0.000948389,"threshold_uncertainty_score":0.014097452},"labels":[],"label_agreement":null},{"id":"W4315562925","doi":"10.1364/fio.2022.fm3b.5","title":"Efficient Quantum State Tomography Using Collective Measurements","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Quantum Mechanics and Applications","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada; University of Ottawa","funders":"","keywords":"Photon; Tomography; Quantum tomography; Polarization (electrochemistry); Physics; Quantum; Quantum state; Quantum optics; Computer science; Quantum mechanics; Statistical physics; Optics; Chemistry","score_opus":0.02109765484648002,"score_gpt":0.2579800069167332,"score_spread":0.23688235207025315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4315562925","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":[0.25924298,0.00017159485,0.7195538,0.0019231231,0.00017373332,0.000099936056,0.00011207742,0.00045117672,0.018271573],"genre_scores_gemma":[0.90589017,0.000079922094,0.09195509,0.00009961303,0.000052264946,0.00012452566,0.000047595127,0.000037421454,0.0017134574],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892884,0.0003976798,0.00003342152,0.00017251118,0.00032856598,0.00013895334],"domain_scores_gemma":[0.99863464,0.00052100106,0.00014062496,0.0005042495,0.00012073582,0.000078782105],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013014135,0.0004912335,0.0006683716,0.00052183843,0.0007817529,0.0010845244,0.0010968461,0.0010970592,0.0019230848],"category_scores_gemma":[0.0027692968,0.00028253466,0.0005619593,0.00061434373,0.0019863737,0.002526984,0.0029175375,0.0013749865,0.00030013523],"study_design_candidate":"simulation_or_modeling","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":[0.0002787906,0.00018835279,0.0013421199,0.00008099508,0.000057075595,0.00031031595,0.00043160666,0.04410425,0.08705154,0.83187115,0.0017183434,0.032565434],"study_design_scores_gemma":[0.00010469638,0.00031450746,0.0005212536,0.000025459109,0.000029452585,0.00025274552,0.00009885313,0.6467091,0.052289154,0.29555213,0.004041446,0.0000611743],"about_ca_topic_score_codex":0.00022860912,"about_ca_topic_score_gemma":0.00028976193,"teacher_disagreement_score":0.0019230848,"about_ca_system_score_codex":0.00039395638,"about_ca_system_score_gemma":0.00054383004,"threshold_uncertainty_score":0.006882608},"labels":[],"label_agreement":null},{"id":"W4315562928","doi":"10.1364/fio.2022.fm3b.3","title":"Quantum-Enhanced Phase Imaging","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Digital Holography and Microscopy","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Holography; Photon; Physics; Position (finance); Phase (matter); Photon entanglement; Optics; Quantum; Computer science; Quantum entanglement; Quantum mechanics","score_opus":0.005514952918560804,"score_gpt":0.25933612029806785,"score_spread":0.25382116737950705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4315562928","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":[0.27369222,0.003967161,0.65032816,0.0018852705,0.0004862496,0.00016795157,0.00038829917,0.0010460059,0.06803866],"genre_scores_gemma":[0.75559807,0.0013917421,0.23102315,0.0003058593,0.000121980294,0.000054250442,0.00012249438,0.00006724152,0.011315356],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998198,0.000029078212,0.000005536078,0.00003191181,0.0000836042,0.00003024345],"domain_scores_gemma":[0.9997764,0.00007503426,0.000042040538,0.000048802307,0.00003519073,0.000022511993],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023993036,0.00022017222,0.00017825754,0.00025834562,0.00021315932,0.0005446167,0.00070028024,0.00041994682,0.003181505],"category_scores_gemma":[0.00043241668,0.00018030561,0.00013623937,0.00032139733,0.0006034022,0.0010216029,0.0007505886,0.0004845296,0.00051962055],"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":[0.00017650133,0.000091768234,0.00045731128,0.00016973141,0.000020819316,0.00020012204,0.00010145793,0.0045075994,0.69160473,0.2202086,0.002346337,0.08011494],"study_design_scores_gemma":[0.000046541467,0.00016431542,0.0004469232,0.000015203771,0.000015550033,0.0005384264,0.00002445757,0.052351907,0.9087377,0.018152623,0.019467503,0.000038765218],"about_ca_topic_score_codex":0.00018825116,"about_ca_topic_score_gemma":0.00034733868,"teacher_disagreement_score":0.003181505,"about_ca_system_score_codex":0.00032996642,"about_ca_system_score_gemma":0.00022238605,"threshold_uncertainty_score":0.010643244},"labels":[],"label_agreement":null},{"id":"W4320147516","doi":"10.1364/fio.2022.jtu5a.26","title":"Theory of Multi-Frequency Raman Generation Spectrum with Chirped Pulses","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Raman spectroscopy; Raman scattering; Chirp; Optics; Sum-frequency generation; Materials science; Physics; Nonlinear optics; Optoelectronics; Laser","score_opus":0.01192756684341088,"score_gpt":0.27967785515804383,"score_spread":0.26775028831463293,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320147516","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":[0.048369307,0.0012499365,0.8531078,0.0015267448,0.0003942037,0.00010374079,0.00015968333,0.00033137112,0.09475716],"genre_scores_gemma":[0.82749385,0.0016387916,0.1310088,0.0013071313,0.00042257813,0.00040205533,0.00013457629,0.00024891223,0.0373433],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9996847,0.000049719485,0.000009589573,0.000044218472,0.00017889927,0.000032946293],"domain_scores_gemma":[0.99966586,0.00013677134,0.000031070846,0.00004905409,0.00007791584,0.000039273],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004368288,0.00069141964,0.00046099423,0.0010454525,0.00071401475,0.0006629296,0.0016937968,0.0016403174,0.005075304],"category_scores_gemma":[0.0007282885,0.00033755775,0.00053409155,0.00043629674,0.0012443934,0.0014222899,0.0009613818,0.0014203475,0.0010918867],"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":[0.000022052804,0.000026832719,0.00016768882,0.000090630056,0.000012523866,0.00038899627,0.00012966689,0.038595513,0.016507803,0.9378429,0.0011283666,0.0050870725],"study_design_scores_gemma":[0.000013583998,0.000042227533,0.00039759488,0.000039931907,0.000007277074,0.00052779715,0.000034256504,0.5387476,0.0033414417,0.4545258,0.0022857345,0.000036797315],"about_ca_topic_score_codex":0.00041101384,"about_ca_topic_score_gemma":0.00034592315,"teacher_disagreement_score":0.005075304,"about_ca_system_score_codex":0.0007759106,"about_ca_system_score_gemma":0.000333417,"threshold_uncertainty_score":0.016978562},"labels":[],"label_agreement":null},{"id":"W4320147521","doi":"10.1364/fio.2022.jw5a.12","title":"In-Line All-Fiber Optics Digital Sensor Based on Biconic Taper of Depressed Cladding Fiber","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Cladding (metalworking); Materials science; Optical fiber; Optics; Fiber optic sensor; Single-mode optical fiber; Polarization-maintaining optical fiber; Plastic optical fiber; Optoelectronics; Line (geometry); Fiber; Graded-index fiber; Physics; Composite material","score_opus":0.009979254119885657,"score_gpt":0.23182720941564125,"score_spread":0.2218479552957556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320147521","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":[0.8785275,0.00074924994,0.11457514,0.00015625608,0.000090119494,0.00009009595,0.00029646722,0.00078386563,0.004731273],"genre_scores_gemma":[0.96074474,0.00015071868,0.037806384,0.000033220622,0.000013540331,0.000019332858,0.0000724966,0.000009495583,0.001150113],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997453,0.000024394983,0.00000922198,0.000062278974,0.00013688048,0.000021882292],"domain_scores_gemma":[0.9997062,0.000043507305,0.00006359853,0.000049101196,0.000114907656,0.000022596296],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014283498,0.0003838875,0.00027712985,0.00020138246,0.00018867743,0.00034314083,0.00097402197,0.00038405438,0.000427597],"category_scores_gemma":[0.00025554968,0.0002409689,0.00014387205,0.00015573477,0.00023517618,0.00041786153,0.00021073855,0.00017068829,0.00017910668],"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":[0.00017531746,0.000039868708,0.0027187138,0.00014863866,0.000015694362,0.00015061453,0.00006200373,0.003412541,0.9769546,0.0005259591,0.00030877313,0.015487249],"study_design_scores_gemma":[0.000017148155,0.00037157815,0.0056343256,0.000012709759,0.000046882436,0.0004557284,0.000045560475,0.073706664,0.9170983,0.00014263424,0.0024359676,0.000032525902],"about_ca_topic_score_codex":0.00097623176,"about_ca_topic_score_gemma":0.0019812586,"teacher_disagreement_score":0.00097623176,"about_ca_system_score_codex":0.0003170061,"about_ca_system_score_gemma":0.00021186697,"threshold_uncertainty_score":0.0023000836},"labels":[],"label_agreement":null},{"id":"W4320147540","doi":"10.1364/fio.2022.jw4a.56","title":"Simphony: A Simulator for Photonic Integrated Circuits With Location-Aware Monte Carlo Features","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Monte Carlo method; Photonics; Photonic integrated circuit; Computer science; Electronic circuit; Electronic engineering; Integrated circuit; Process (computing); Simulation; Engineering; Optoelectronics; Physics; Electrical engineering; Mathematics","score_opus":0.005704812470771136,"score_gpt":0.21081149234585142,"score_spread":0.20510667987508027,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320147540","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":[0.06326668,0.0009176885,0.8584833,0.00060376694,0.00029574244,0.00047939227,0.009980875,0.030919572,0.03505306],"genre_scores_gemma":[0.47828534,0.0010208418,0.48978686,0.00068055204,0.00011819862,0.0025370177,0.0074748658,0.0078123333,0.012283986],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999684,0.0000889149,0.000016826521,0.0000305652,0.00013351756,0.00004630254],"domain_scores_gemma":[0.99879223,0.0007601496,0.00007896071,0.000118260934,0.00016805013,0.0000824169],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007756404,0.00075648836,0.0008742181,0.0006315546,0.0005667874,0.00088007574,0.0022584093,0.0014938007,0.012176546],"category_scores_gemma":[0.002950128,0.00079446234,0.0009832676,0.0010030933,0.00044707544,0.0009125907,0.0008707834,0.0015663429,0.0014498008],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013765712,0.00009155819,0.0011068273,0.00021656834,0.00010565675,0.00014041191,0.00007337072,0.9490198,0.0029093844,0.021324087,0.010826651,0.014048024],"study_design_scores_gemma":[0.000039822167,0.000013517344,0.000056798446,0.000008052177,0.000008194977,0.0000164733,0.0000044390254,0.991578,0.0010276065,0.002642061,0.0045966436,0.000008380568],"about_ca_topic_score_codex":0.0067835613,"about_ca_topic_score_gemma":0.00868969,"teacher_disagreement_score":0.012176546,"about_ca_system_score_codex":0.0010123348,"about_ca_system_score_gemma":0.0021273314,"threshold_uncertainty_score":0.04073459},"labels":[],"label_agreement":null},{"id":"W4320147666","doi":"10.1364/fio.2022.jw5b.13","title":"Comparing the Lorentz and Einstein &amp; Laub deformations of a dielectric water droplet","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Lattice Boltzmann methods; Dielectric; Physics; Lorentz transformation; Einstein; Kinetic energy; Acceleration; Lorentz force; Wavelength; Classical mechanics; Kinetic theory; Gaussian; Lattice (music); Mechanics; Quantum mechanics; Theoretical physics; Magnetic field","score_opus":0.010353742438104201,"score_gpt":0.19315903675823703,"score_spread":0.18280529432013284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320147666","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":[0.89588267,0.00030840357,0.079936,0.0005758054,0.00008929303,0.000071606584,0.000251313,0.0001736682,0.022711203],"genre_scores_gemma":[0.99169195,0.00018671375,0.004618697,0.000039713184,0.000011033045,0.000023939872,0.00008254661,0.000026958453,0.0033185296],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9999199,0.000008535422,0.000004962314,0.000019528183,0.000032888805,0.000014149644],"domain_scores_gemma":[0.9998739,0.000049024165,0.000015975962,0.000026203861,0.000019521327,0.000015348745],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020653234,0.00024678354,0.00019612654,0.00022977077,0.00023711541,0.00047075303,0.00043621607,0.00040042607,0.0023226794],"category_scores_gemma":[0.0006897831,0.00011001013,0.00021668202,0.00017657097,0.0006019102,0.00079135055,0.00035133926,0.00047555458,0.00035514412],"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":[0.00044139897,0.00023999499,0.00507871,0.00013685942,0.000045594476,0.00068628724,0.00049319863,0.20019974,0.5380352,0.2223611,0.0011424652,0.031139486],"study_design_scores_gemma":[0.000032949363,0.00015173497,0.0036867873,0.000005369779,0.0000079683105,0.00016208999,0.00014542698,0.8608717,0.117104284,0.01614687,0.0016322214,0.0000526896],"about_ca_topic_score_codex":0.000886553,"about_ca_topic_score_gemma":0.00051309157,"teacher_disagreement_score":0.0023226794,"about_ca_system_score_codex":0.00033260524,"about_ca_system_score_gemma":0.00030685743,"threshold_uncertainty_score":0.007770121},"labels":[],"label_agreement":null},{"id":"W4320147679","doi":"10.1364/fio.2022.jw5a.80","title":"Enhancing Data Security in Optical Fiber Communication Through Dual Layer Encryption with Randomized Phases","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"graph theory and CDMA systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Quantropi (Canada); McGill University","funders":"","keywords":"Encryption; Computer science; Physical layer; Dual layer; Modulation (music); Transmission (telecommunications); Optical fiber; Quadrature amplitude modulation; Fiber; Layer (electronics); Computer network; Materials science; Telecommunications; Bit error rate; Physics; Wireless; Channel (broadcasting); Nanotechnology; Composite material","score_opus":0.013408819907797973,"score_gpt":0.24366593077520707,"score_spread":0.2302571108674091,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320147679","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":[0.8227122,0.0001820496,0.16975988,0.00052669685,0.00005637859,0.000093911956,0.000058687,0.00029052934,0.0063196546],"genre_scores_gemma":[0.9563834,0.000074073476,0.042882394,0.000043028995,0.0000087545095,0.000021152413,0.00001141516,0.000012749003,0.0005630975],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999572,0.00012631036,0.000022190588,0.00004575718,0.00015120543,0.00008259174],"domain_scores_gemma":[0.99904436,0.00047481913,0.00020536642,0.00017253608,0.00006609629,0.00003680676],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058265147,0.00031651807,0.00019000687,0.0002670127,0.00029710747,0.00053492095,0.00039995875,0.00046464094,0.0011201393],"category_scores_gemma":[0.0011123944,0.00016865757,0.00018513517,0.00023882458,0.0009329599,0.001098774,0.0007412244,0.00050774665,0.00022547114],"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":[0.0004185884,0.00023943934,0.0011985379,0.00012036667,0.000023560478,0.00027989372,0.00014302063,0.01008123,0.9071157,0.05980426,0.0002844812,0.020290913],"study_design_scores_gemma":[0.000114125956,0.00048130366,0.000703742,0.000021960426,0.000022277061,0.00041984936,0.000046444486,0.12542205,0.85833794,0.012252889,0.002132724,0.00004464172],"about_ca_topic_score_codex":0.00013201893,"about_ca_topic_score_gemma":0.0001928618,"teacher_disagreement_score":0.0011201393,"about_ca_system_score_codex":0.0003234519,"about_ca_system_score_gemma":0.0003283372,"threshold_uncertainty_score":0.0037472844},"labels":[],"label_agreement":null},{"id":"W4320147803","doi":"10.1364/fio.2022.fw7e.3","title":"Octave-Spanning Supercontinuum Generation in a Thin Si3N4 Waveguide Coated with Highly Nonlinear TeO2","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Advanced Fiber Laser Technologies","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Supercontinuum; Octave (electronics); Materials science; Optoelectronics; Waveguide; Optics; Laser; Nonlinear optics; Photonic-crystal fiber; Physics; Wavelength","score_opus":0.009209171945871158,"score_gpt":0.22988474037099374,"score_spread":0.2206755684251226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320147803","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":[0.99795437,0.00007680531,0.0013924182,0.000013569023,0.000005263673,0.000002361219,0.000013278915,0.000018517178,0.0005233927],"genre_scores_gemma":[0.9969489,0.00012279378,0.0022360203,0.000007254474,0.0000043340633,0.0000037517852,0.000024927305,0.00001026715,0.00064191414],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999943,0.000005392535,0.0000033520905,0.000012048822,0.000023872008,0.000012402151],"domain_scores_gemma":[0.9998852,0.00003157857,0.000033630764,0.000012593737,0.000015913874,0.000021025553],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008436909,0.00027427575,0.00014938417,0.00015527391,0.00019420224,0.00019151748,0.00021212873,0.00016900997,0.00025083355],"category_scores_gemma":[0.00014369738,0.00015263772,0.00013870462,0.0001373608,0.00034222868,0.00023375796,0.00028105886,0.00017433194,0.000082258666],"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":[0.000020081567,0.0000046203068,0.00018185619,0.000011232898,0.0000034199777,0.000057001696,0.000032649546,0.00022355813,0.9987143,0.00007745971,0.00001321566,0.0006604718],"study_design_scores_gemma":[0.0000052321743,0.000084416046,0.0011958524,0.000001717254,0.0000061546984,0.00006811601,0.000025879206,0.003787613,0.99443287,0.00004361886,0.00034266367,0.0000058149053],"about_ca_topic_score_codex":0.00083150767,"about_ca_topic_score_gemma":0.0011555199,"teacher_disagreement_score":0.00083150767,"about_ca_system_score_codex":0.00014354689,"about_ca_system_score_gemma":0.0001294516,"threshold_uncertainty_score":0.0016533136},"labels":[],"label_agreement":null},{"id":"W4320147882","doi":"10.1364/fio.2022.fw1b.1","title":"On-chip generation and telecom-compatible processing of complex photonic systems in time and frequency","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"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":"Photonics; Photon; Photon entanglement; Exploit; Chip; Quantum optics; Computer science; Physics; Electronic engineering; Telecommunications; Optoelectronics; Quantum entanglement; Engineering; Quantum; Optics; Quantum mechanics","score_opus":0.012276228523254142,"score_gpt":0.21914274404109058,"score_spread":0.20686651551783644,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320147882","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":[0.7266928,0.0006880824,0.24337734,0.000541035,0.00030483355,0.00023259154,0.0009139244,0.0014609548,0.025788417],"genre_scores_gemma":[0.85340744,0.0002942126,0.14117712,0.00019263549,0.00006445014,0.00014763791,0.00043358203,0.00012922306,0.004153642],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998242,0.000016035598,0.0000058492583,0.00004735706,0.00006632103,0.000040243885],"domain_scores_gemma":[0.99974567,0.00007162542,0.000053529362,0.00006875831,0.000040771956,0.000019634257],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020419556,0.0003544713,0.00029632275,0.00029332726,0.00027309943,0.000744452,0.0006185636,0.00036829285,0.0028826897],"category_scores_gemma":[0.00046160695,0.000192651,0.00021177951,0.00035895896,0.00046156163,0.00059304474,0.0005215324,0.0003621408,0.00083983236],"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":[0.00019142791,0.00016323339,0.00112411,0.00016191737,0.000039527087,0.00019956008,0.00015767544,0.003979374,0.905746,0.02170516,0.0029068307,0.0636252],"study_design_scores_gemma":[0.000033538567,0.00024516255,0.0013305551,0.000008924698,0.000025662948,0.00021693285,0.000044195738,0.03084131,0.94967294,0.0021216809,0.015421034,0.000038101974],"about_ca_topic_score_codex":0.00037438748,"about_ca_topic_score_gemma":0.0009778668,"teacher_disagreement_score":0.0028826897,"about_ca_system_score_codex":0.0003687079,"about_ca_system_score_gemma":0.0003999479,"threshold_uncertainty_score":0.009643555},"labels":[],"label_agreement":null},{"id":"W4320147902","doi":"10.1364/fio.2022.jtu4b.43","title":"Spiral Bragg Gratings based on Multimode SOI Waveguides","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"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":"Silicon on insulator; Multi-mode optical fiber; Optics; Spiral (railway); Fiber Bragg grating; Materials science; Coupling coefficient of resonators; Optoelectronics; Waveguide; Coupling (piping); Dielectric; Footprint; Silicon; Physics; Optical fiber; Engineering; Resonator","score_opus":0.007453036477986734,"score_gpt":0.21628295762969574,"score_spread":0.208829921151709,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320147902","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":[0.9734746,0.000576726,0.019087909,0.00010718927,0.000091129165,0.00003339961,0.00012434789,0.00029557993,0.0062090755],"genre_scores_gemma":[0.98008806,0.00035786588,0.018016959,0.00002390798,0.000013811327,0.000019109519,0.000048046455,0.000019289542,0.0014129838],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998596,0.000014092902,0.000008218954,0.000027270737,0.000056044464,0.000034742596],"domain_scores_gemma":[0.9998128,0.000035613906,0.00007554657,0.00002685524,0.000027884687,0.000021350957],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014448687,0.00037069162,0.00020920378,0.00020035225,0.00011273652,0.00050523353,0.00027471306,0.00026931454,0.00054901483],"category_scores_gemma":[0.0002164202,0.00019551374,0.00017493205,0.0002457989,0.00024540036,0.0002795588,0.00018481593,0.00017431233,0.00022406745],"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":[0.00010964602,0.000042479907,0.00083932094,0.00007309351,0.000014841975,0.00007984986,0.00006480996,0.0037783098,0.9858657,0.0036234225,0.00022087488,0.005287658],"study_design_scores_gemma":[0.00004088039,0.00057839724,0.0031275332,0.00001945638,0.00002388392,0.00019658457,0.00006045113,0.049180057,0.9415534,0.0008910822,0.004304835,0.00002349987],"about_ca_topic_score_codex":0.0006762204,"about_ca_topic_score_gemma":0.0013881286,"teacher_disagreement_score":0.0006762204,"about_ca_system_score_codex":0.00039860542,"about_ca_system_score_gemma":0.00014371521,"threshold_uncertainty_score":0.002892077},"labels":[],"label_agreement":null},{"id":"W4320147913","doi":"10.1364/fio.2022.ftu6e.2","title":"Few-cycle Yb laser source at 20 kHz using multidimensional solitary states in hollow-core fibers","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Laser-Matter Interactions and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; Institut National de la Recherche Scientifique","funders":"","keywords":"Core (optical fiber); Fiber laser; Materials science; Ytterbium; Optical fiber; Fiber; Laser; Compression (physics); Thermal; Optics; Optoelectronics; Physics; Composite material","score_opus":0.011050380247164072,"score_gpt":0.2604893278371395,"score_spread":0.24943894758997545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320147913","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":[0.99532384,0.00013152062,0.0030753252,0.00007779426,0.000009319393,0.000017373715,0.000066273766,0.000086686094,0.0012118698],"genre_scores_gemma":[0.99365026,0.0000926956,0.0051071565,0.000016326112,0.000010658698,0.000022473361,0.000052260606,0.000024318277,0.0010239134],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998209,0.000013453345,0.000009546139,0.000042222335,0.00008427496,0.000029609711],"domain_scores_gemma":[0.9995763,0.00012246537,0.00013642847,0.000039553062,0.00006513727,0.000060104278],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027225894,0.0002478439,0.0002956469,0.00021881756,0.0005409407,0.00027506452,0.0005183156,0.00038411442,0.0010893532],"category_scores_gemma":[0.00042306667,0.00019118031,0.00011097229,0.00030656878,0.000748347,0.0005844388,0.00048845017,0.00031432227,0.00023767086],"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":[0.00017484098,0.000040873387,0.00092729344,0.000046135578,0.000005817254,0.000081544444,0.00014250181,0.00047855996,0.99466383,0.00039386557,0.00008098397,0.00296373],"study_design_scores_gemma":[0.000025150975,0.00018999941,0.0028004025,0.000010059224,0.0000050368194,0.00008113014,0.000034449215,0.0071303314,0.9889121,0.0001301514,0.000667304,0.000013848897],"about_ca_topic_score_codex":0.0022085465,"about_ca_topic_score_gemma":0.0031870792,"teacher_disagreement_score":0.0022085465,"about_ca_system_score_codex":0.00063077494,"about_ca_system_score_gemma":0.00047642525,"threshold_uncertainty_score":0.004576683},"labels":[],"label_agreement":null},{"id":"W4320150258","doi":"10.1364/fio.2022.jw4a.46","title":"Tilted FBG Sensor Data Extraction with Low-Resolution Spectral Interrogation Instrumentation","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Narrowband; Optics; Refractive index; Materials science; Instrumentation (computer programming); Spectral resolution; Cladding (metalworking); Curvature; Spectral line; Interrogation; Spectrum analyzer; Resolution (logic); Image resolution; Physics; Computer science","score_opus":0.01195354595392277,"score_gpt":0.24710330719389254,"score_spread":0.23514976123996978,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320150258","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":[0.2718943,0.000647027,0.6996668,0.00037561072,0.00027778273,0.00035376774,0.0035787283,0.0149982665,0.008207704],"genre_scores_gemma":[0.48301217,0.0004066397,0.5038725,0.0004346861,0.000074072355,0.00044031054,0.00247075,0.0012707735,0.008018066],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99929655,0.00003703258,0.00003404266,0.00018585926,0.00038586,0.00006068164],"domain_scores_gemma":[0.9994417,0.00009204819,0.00008174009,0.00014761295,0.00021321987,0.000023672983],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034016056,0.00085267995,0.00061409984,0.0009185357,0.0003919386,0.00078577816,0.00075856777,0.0004797635,0.0039223484],"category_scores_gemma":[0.0010173426,0.0004430666,0.00020071266,0.0011642877,0.00033920846,0.0008482788,0.00060708047,0.00062367803,0.0027131797],"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":[0.00015901617,0.000054013548,0.001595464,0.00009160035,0.00001436177,0.000072532974,0.00008266015,0.00057989074,0.92203885,0.000666936,0.0016605761,0.07298406],"study_design_scores_gemma":[0.000011958253,0.00006856737,0.004320109,0.000011472098,0.000015802621,0.00024120735,0.000030480258,0.020953437,0.96612006,0.00045384193,0.0077324836,0.000040516104],"about_ca_topic_score_codex":0.0015562071,"about_ca_topic_score_gemma":0.0034400667,"teacher_disagreement_score":0.0039223484,"about_ca_system_score_codex":0.0007546458,"about_ca_system_score_gemma":0.00080811366,"threshold_uncertainty_score":0.013121545},"labels":[],"label_agreement":null},{"id":"W4320150259","doi":"10.1364/fio.2022.fm5b.4","title":"Reconfigurable unitary transformations of optical beam arrays","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Neural Networks and Reservoir Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Photonics; Beam (structure); Unitary state; Scheme (mathematics); Unitary transformation; Computer science; Optics; Beam steering; Physics; Quantum; Mathematics","score_opus":0.010274398195317483,"score_gpt":0.21991124639405082,"score_spread":0.20963684819873335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320150259","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":[0.81222594,0.00023110725,0.15750222,0.0005938638,0.00029834217,0.00016409664,0.00024981098,0.0011954686,0.02753913],"genre_scores_gemma":[0.95945716,0.0000905113,0.037246794,0.000093649935,0.000024626985,0.00010100723,0.000061350154,0.00007450036,0.0028504191],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997187,0.000049814487,0.0000138184805,0.00006125084,0.00008822308,0.00006816513],"domain_scores_gemma":[0.9996629,0.00010056216,0.00007256046,0.00009634441,0.00002465214,0.00004294803],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021292693,0.0003234075,0.0002502359,0.0002133242,0.00031443167,0.0007322057,0.0007708652,0.00032901057,0.0035493253],"category_scores_gemma":[0.0005658994,0.00025265242,0.00017706462,0.00031556535,0.0007843165,0.0008440446,0.0008769304,0.0007256672,0.0005099341],"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":[0.0003857372,0.00020674293,0.00038169356,0.000074361684,0.000018358704,0.00017661716,0.00018292492,0.008434649,0.8471067,0.1073563,0.0010679502,0.034607913],"study_design_scores_gemma":[0.00012847157,0.0003921867,0.00057133206,0.000013784847,0.000008094441,0.00014882156,0.000072203475,0.0717572,0.90391237,0.015514717,0.0074294745,0.00005141189],"about_ca_topic_score_codex":0.00023015974,"about_ca_topic_score_gemma":0.0003951702,"teacher_disagreement_score":0.0035493253,"about_ca_system_score_codex":0.00030105573,"about_ca_system_score_gemma":0.00023863315,"threshold_uncertainty_score":0.011873722},"labels":[],"label_agreement":null},{"id":"W4320150292","doi":"10.1364/fio.2022.jtu5b.67","title":"Multiscale computational visualization of plasmonic structural coloration","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Photonic Crystals and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia; Huawei Technologies (Canada)","funders":"","keywords":"Iridescence; Visualization; Plasmon; Rendering (computer graphics); Computer science; Computer graphics (images); Structural coloration; Materials science; Optics; Artificial intelligence; Optoelectronics; Physics; Photonic crystal","score_opus":0.005973803902701132,"score_gpt":0.26054159610096916,"score_spread":0.25456779219826803,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320150292","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":[0.58214784,0.0003085906,0.38679293,0.0018850653,0.00013032136,0.00009107186,0.00041433546,0.0025988608,0.025630958],"genre_scores_gemma":[0.9257307,0.00013602739,0.071734294,0.00013072758,0.000029406205,0.000050333012,0.00015024771,0.00030607157,0.0017321217],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99988556,0.000030109224,0.0000035424916,0.000015818192,0.000042732503,0.000022147078],"domain_scores_gemma":[0.99951494,0.00031572097,0.00003939693,0.000046184112,0.000040580093,0.00004309326],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030950524,0.00048548263,0.00041313886,0.00042886555,0.00042944256,0.0013040613,0.00077662186,0.0007215587,0.0029842374],"category_scores_gemma":[0.0014643088,0.00026133828,0.000411133,0.0002865004,0.0006969589,0.0007421075,0.00096230383,0.0007859995,0.00021869678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001032222,0.00013543585,0.0014765896,0.00011814502,0.000056925837,0.00038041818,0.000508078,0.8920012,0.046957854,0.042067412,0.001385574,0.014809156],"study_design_scores_gemma":[0.00001285633,0.000009925756,0.00014925677,0.0000037007376,0.0000029871471,0.000016963932,0.000022431353,0.9938399,0.0017489336,0.003755578,0.0004316619,0.0000059444087],"about_ca_topic_score_codex":0.0035326234,"about_ca_topic_score_gemma":0.0034546363,"teacher_disagreement_score":0.0035326234,"about_ca_system_score_codex":0.0006026814,"about_ca_system_score_gemma":0.0005148889,"threshold_uncertainty_score":0.009983242},"labels":[],"label_agreement":null},{"id":"W4320150340","doi":"10.1364/fio.2022.jtu5b.32","title":"Performance Implications of Cascaded ROADMs on DP 64-QAM Systems with Transceiver Noise","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Optical Network Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Transceiver; Bandwidth (computing); Quadrature amplitude modulation; Electronic engineering; Computer science; QAM; Spectral efficiency; Digital signal processing; Telecommunications; Channel (broadcasting); Bit error rate; Engineering; Wireless","score_opus":0.006782253433377115,"score_gpt":0.19152011409894307,"score_spread":0.18473786066556594,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320150340","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":[0.942909,0.00076005224,0.04716007,0.0002479713,0.00006652108,0.000043146174,0.00010717295,0.0004759117,0.008230043],"genre_scores_gemma":[0.99447757,0.00014197206,0.004521419,0.000030163867,0.000017778684,0.0000113375645,0.000027012788,0.000015217099,0.0007575971],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992526,0.0001352895,0.000032031945,0.00012036353,0.00028501553,0.00017461443],"domain_scores_gemma":[0.9969598,0.0017603107,0.00041410112,0.00027568708,0.00049097114,0.00009918774],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000776989,0.00058977766,0.00047950857,0.0003760943,0.0007298037,0.000632001,0.0006501117,0.0009910851,0.004057797],"category_scores_gemma":[0.0035459795,0.00027133332,0.00033421325,0.00041667637,0.0005806092,0.00079982483,0.0006686762,0.0006469588,0.0006693795],"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":[0.0028869854,0.00020477394,0.005182797,0.00048305228,0.00013538307,0.0023032227,0.00062839757,0.14009455,0.7921061,0.0096179405,0.00066744006,0.04568933],"study_design_scores_gemma":[0.000069872054,0.0026341411,0.010610102,0.00014401371,0.00018459643,0.0017879664,0.00030061786,0.5201377,0.45784506,0.003003965,0.003187942,0.00009402034],"about_ca_topic_score_codex":0.001317018,"about_ca_topic_score_gemma":0.0018794109,"teacher_disagreement_score":0.004057797,"about_ca_system_score_codex":0.00070937356,"about_ca_system_score_gemma":0.00033914865,"threshold_uncertainty_score":0.01357466},"labels":[],"label_agreement":null},{"id":"W4320150341","doi":"10.1364/fio.2022.jw5a.16","title":"Interference Fringes from Non-Stationary Light Sources","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Advanced Optical Sensing Technologies","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Visibility; Interference (communication); Optics; Contrast (vision); Physics; Computer science; Telecommunications","score_opus":0.006375563944363821,"score_gpt":0.22717718116082117,"score_spread":0.22080161721645736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320150341","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":[0.4861599,0.009094727,0.4363731,0.00034449014,0.0003460009,0.000093808645,0.00040341343,0.00035682248,0.06682769],"genre_scores_gemma":[0.9537802,0.002562947,0.035901845,0.000078715784,0.000119842625,0.000030753577,0.00025996394,0.00006745663,0.0071983626],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996921,0.000036581598,0.000014801389,0.00005611037,0.00013518492,0.00006534729],"domain_scores_gemma":[0.9983203,0.0009638654,0.00038705178,0.00012143456,0.00012828015,0.00007912167],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005378728,0.00056042493,0.0003680273,0.0014837555,0.0003821409,0.0004084393,0.00060918357,0.0005662488,0.0017031189],"category_scores_gemma":[0.002111596,0.00014802805,0.0004479111,0.00076719007,0.0008803164,0.0011140874,0.0005316563,0.0006166491,0.0002687966],"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":[0.0007014598,0.00007841998,0.004811002,0.0008437812,0.00010363785,0.0041374625,0.0011392453,0.01199387,0.70374316,0.17731456,0.0017649151,0.09336852],"study_design_scores_gemma":[0.00006034796,0.00065649155,0.045787163,0.00021454791,0.00009210552,0.0085362885,0.0004264301,0.07009566,0.7647303,0.07889963,0.030218007,0.00028307983],"about_ca_topic_score_codex":0.0012798632,"about_ca_topic_score_gemma":0.00086020044,"teacher_disagreement_score":0.0017031189,"about_ca_system_score_codex":0.00062113645,"about_ca_system_score_gemma":0.00016780867,"threshold_uncertainty_score":0.005697489},"labels":[],"label_agreement":null},{"id":"W4320150365","doi":"10.1364/fio.2022.jtu4a.49","title":"Micro-ring Resonator for Complex Refractive Index Detection at Multiple Wavelengths","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Resonator; Refractive index; Wavelength; Optics; Ring (chemistry); Materials science; Optical ring resonators; Split-ring resonator; Optoelectronics; Physics; Chemistry","score_opus":0.010956769922063177,"score_gpt":0.22812353731727947,"score_spread":0.2171667673952163,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320150365","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":[0.36259812,0.009772963,0.6087043,0.00152449,0.0017781177,0.0004937593,0.00053071295,0.0031405222,0.011456963],"genre_scores_gemma":[0.5761885,0.0011224393,0.41690966,0.0002184833,0.00019689852,0.00014242953,0.00010000901,0.00005753159,0.0050641107],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992649,0.00008166859,0.000044127464,0.00022653509,0.00032605467,0.00005676782],"domain_scores_gemma":[0.99939907,0.00020666476,0.00013147766,0.000099352976,0.00011146071,0.0000518879],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055891287,0.0006909763,0.0006654908,0.00036210922,0.00035986886,0.0005130226,0.0016196651,0.0008639696,0.001869348],"category_scores_gemma":[0.000629076,0.00046367993,0.00048931135,0.00023560823,0.0005079032,0.0010052252,0.00047127745,0.00055115693,0.0013285241],"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":[0.00010692723,0.00005461569,0.0003270847,0.00013764418,0.000019004201,0.0001028264,0.000035600027,0.0007752165,0.9835225,0.0034486707,0.00042178808,0.011048062],"study_design_scores_gemma":[0.000032330066,0.000467929,0.0005102561,0.000008430827,0.00003767532,0.0005839003,0.00001510216,0.020095509,0.9711198,0.0004323991,0.0066313343,0.000065421424],"about_ca_topic_score_codex":0.00032072974,"about_ca_topic_score_gemma":0.0008303093,"teacher_disagreement_score":0.001869348,"about_ca_system_score_codex":0.00050843,"about_ca_system_score_gemma":0.00032664218,"threshold_uncertainty_score":0.0062536},"labels":[],"label_agreement":null},{"id":"W4320150404","doi":"10.1364/fio.2022.fw6c.2","title":"Resolving sub-millisecond dynamics with single-pulse terahertz time-domain spectroscopy","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Terahertz technology and applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada; Max Planck - University of Ottawa Centre for Extreme and Quantum Photonics; University of Ottawa","funders":"","keywords":"Millisecond; Terahertz radiation; Spectroscopy; Time domain; Pulse (music); Terahertz time-domain spectroscopy; Terahertz spectroscopy and technology; Materials science; Physics; Optoelectronics; Optics; Computer science; Detector; Astronomy","score_opus":0.002874507085266428,"score_gpt":0.17815683176522673,"score_spread":0.1752823246799603,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320150404","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":[0.8630866,0.0011238583,0.12922722,0.00048947,0.00010624328,0.00010909217,0.00050278014,0.0008619184,0.004492784],"genre_scores_gemma":[0.8404381,0.00064033776,0.15544562,0.00012416249,0.000055275817,0.00014627405,0.00026973255,0.00006736693,0.0028130792],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998857,0.000008290183,0.00000733463,0.000033677803,0.000046381316,0.000018536954],"domain_scores_gemma":[0.9998068,0.00008123697,0.00003980447,0.000028770657,0.00002362393,0.000019789839],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022431517,0.00019060732,0.0002693556,0.00029901366,0.00026371912,0.00040882453,0.00048776896,0.0005419886,0.0018849191],"category_scores_gemma":[0.00037807596,0.0001449421,0.000101697784,0.0003106635,0.00028990314,0.00069379027,0.00040550437,0.00055189524,0.0004484002],"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":[0.000035513178,0.00001918328,0.0004343419,0.000026720485,0.0000027713652,0.000025501558,0.000036487865,0.00019763113,0.9929334,0.0004239819,0.00008946157,0.005774997],"study_design_scores_gemma":[0.000014806586,0.00013635232,0.002107324,0.000004978711,0.000007979985,0.00024287016,0.00003245116,0.014478145,0.9800423,0.00043928597,0.0024770296,0.00001659925],"about_ca_topic_score_codex":0.0004321882,"about_ca_topic_score_gemma":0.0010764782,"teacher_disagreement_score":0.0018849191,"about_ca_system_score_codex":0.00016581554,"about_ca_system_score_gemma":0.00026812547,"threshold_uncertainty_score":0.006305635},"labels":[],"label_agreement":null},{"id":"W4320150412","doi":"10.1364/fio.2022.ftu1e.2","title":"Measurement of the absolute radius, refractive index, and dispersion of a long cylinder","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"RADIUS; Refractive index; Dispersion (optics); Optics; Cylinder; Whispering-gallery wave; Materials science; Normalized frequency (unit); Measure (data warehouse); Physics; Geometry; Mathematics; Laser","score_opus":0.007750123763430019,"score_gpt":0.20472384625762116,"score_spread":0.19697372249419115,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320150412","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":[0.6824732,0.002927539,0.30389923,0.00017580065,0.00019585589,0.00006776168,0.0003638121,0.0017612277,0.008135594],"genre_scores_gemma":[0.8435003,0.00084257673,0.1516624,0.00006332544,0.00006606253,0.00007516095,0.00019303951,0.000108824424,0.003488313],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99943155,0.000051818082,0.000024898367,0.00014289623,0.00031055228,0.000038192444],"domain_scores_gemma":[0.9982596,0.0004344959,0.0004347914,0.00030671994,0.00040873772,0.00015562307],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004697438,0.00053710304,0.00037190784,0.0013760843,0.00052884145,0.00059201097,0.0005676002,0.0006554761,0.00058903417],"category_scores_gemma":[0.0014213854,0.0003813935,0.00014507705,0.0004718746,0.0007348743,0.0013833387,0.0007890749,0.0005151343,0.000569695],"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":[0.00005528081,0.000013578667,0.0025226844,0.00004935423,0.0000096707445,0.00007452991,0.000116068695,0.00044454128,0.98180056,0.0010414412,0.00014005044,0.0137323355],"study_design_scores_gemma":[0.0000088781535,0.00021780415,0.01074869,0.000016195256,0.000025683838,0.0008153907,0.00012149605,0.010173599,0.9739125,0.0005787001,0.0032846434,0.00009657344],"about_ca_topic_score_codex":0.00084489834,"about_ca_topic_score_gemma":0.0016784839,"teacher_disagreement_score":0.0013760843,"about_ca_system_score_codex":0.0003151925,"about_ca_system_score_gemma":0.0005134866,"threshold_uncertainty_score":0.002484262},"labels":[],"label_agreement":null},{"id":"W4320150664","doi":"10.1364/fio.2022.jtu4a.59","title":"Thermodynamic Control of Nanoliter Volumes of CS2 via Stimulated Brillouin Scattering","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Advanced Fiber Laser Technologies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"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":"Isochoric process; Isobaric process; Brillouin scattering; Brillouin zone; Materials science; Scattering; Light scattering; Thermodynamics; Optics; Optical fiber; Physics","score_opus":0.0037922313119229086,"score_gpt":0.21573504838585134,"score_spread":0.21194281707392842,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320150664","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":[0.9973055,0.00010936419,0.0016595582,0.000063526146,0.000007745286,0.0000062408603,0.000082395665,0.000055893204,0.00070976827],"genre_scores_gemma":[0.99856937,0.00007385879,0.000855124,0.000011078833,0.000010448535,0.000009779825,0.000067682784,0.000021349473,0.00038130194],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997402,0.000030911426,0.000016754495,0.000057538935,0.000104572704,0.000050038914],"domain_scores_gemma":[0.9995534,0.00021300813,0.00012895174,0.000024405052,0.000037312762,0.000043005664],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002591076,0.00031099987,0.00019098863,0.00022637306,0.00039840082,0.00061536394,0.00039268116,0.00020931712,0.0008716368],"category_scores_gemma":[0.00068083266,0.00013709281,0.00009000686,0.00020500689,0.0008692758,0.0006853101,0.00056769163,0.00038430947,0.00010583954],"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":[0.0001319614,0.000019915804,0.00053794903,0.00002104728,0.0000034799707,0.00002809835,0.000057503996,0.000750858,0.99677855,0.00061207055,0.00003909516,0.0010194416],"study_design_scores_gemma":[0.000009714758,0.00007574781,0.00084942294,0.0000015495348,0.0000022004142,0.000013848481,0.000029813838,0.005555537,0.9930568,0.00011936879,0.00027888012,0.000007097972],"about_ca_topic_score_codex":0.001500092,"about_ca_topic_score_gemma":0.0017155568,"teacher_disagreement_score":0.001500092,"about_ca_system_score_codex":0.0005701396,"about_ca_system_score_gemma":0.00043310953,"threshold_uncertainty_score":0.004136622},"labels":[],"label_agreement":null},{"id":"W4320150681","doi":"10.1364/fio.2022.jtu4a.71","title":"Photonics Enabled Real-time Spectrogram for Continuous Signal Processing","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"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":"Spectrogram; Photonics; Computer science; SIGNAL (programming language); Computation; Signal processing; Time–frequency analysis; Gapless playback; Physics; Algorithm; Optics; Speech recognition; Digital signal processing; Telecommunications; Computer hardware","score_opus":0.0056436902722178115,"score_gpt":0.2178218187502464,"score_spread":0.21217812847802858,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320150681","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":[0.6886178,0.00082031335,0.27788082,0.0013472973,0.00067097216,0.000072058814,0.000912001,0.0050578546,0.024620816],"genre_scores_gemma":[0.9082265,0.00014716247,0.08889809,0.00011128798,0.00006061874,0.000042266664,0.0001374708,0.00017405071,0.002202463],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99989605,0.000009898535,0.0000033467331,0.000022602893,0.000050158815,0.000017902474],"domain_scores_gemma":[0.99981123,0.000072517054,0.000028396817,0.00003642487,0.000027822884,0.000023738265],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012967967,0.000246581,0.00016215694,0.0002865638,0.00020135,0.00055619306,0.00036402864,0.00033071442,0.0031864631],"category_scores_gemma":[0.00037396332,0.00010354234,0.00010922387,0.00022325838,0.00037224236,0.0004614714,0.00038747705,0.0005109539,0.0005890948],"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":[0.00019759274,0.00006401929,0.00027663732,0.00007102906,0.000008979467,0.00017658516,0.00008964481,0.0017589463,0.95472574,0.010413351,0.0013806701,0.030836897],"study_design_scores_gemma":[0.000031155825,0.00017191225,0.0007774585,0.000011284893,0.000008971106,0.00023358314,0.000039342798,0.09756897,0.8879856,0.0034816635,0.009663819,0.000026315596],"about_ca_topic_score_codex":0.00024300731,"about_ca_topic_score_gemma":0.00039323562,"teacher_disagreement_score":0.0031864631,"about_ca_system_score_codex":0.00029382377,"about_ca_system_score_gemma":0.00023024753,"threshold_uncertainty_score":0.010659814},"labels":[],"label_agreement":null},{"id":"W4320150718","doi":"10.1364/fio.2022.jtu4a.20","title":"The Possibility of Generating Photon Cluster using Ions in a Linear Trap","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Quantum Information and Cryptography","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Ion; Hamiltonian (control theory); Atomic physics; Ion trap; Cluster (spacecraft); Photon; Physics; Coupled cluster; Quadratic equation; Trap (plumbing); Quantum mechanics; Molecule; Computer science","score_opus":0.01393194718526119,"score_gpt":0.258274209997003,"score_spread":0.24434226281174182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320150718","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":[0.7996262,0.00035962826,0.17136805,0.00071588147,0.00015423664,0.00010163763,0.00016672107,0.00037316975,0.027134476],"genre_scores_gemma":[0.9565301,0.00013596068,0.034737125,0.00006261075,0.000016001752,0.000045625024,0.000060074053,0.00004810702,0.008364465],"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9998753,0.000019163632,0.000003995981,0.000029553574,0.00004555034,0.00002631918],"domain_scores_gemma":[0.9998708,0.000039217382,0.00001772715,0.000021684327,0.000022122475,0.00002840926],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020537747,0.00021205917,0.00022091766,0.00017992349,0.0006640887,0.0005235815,0.0005817408,0.0004155629,0.0033345514],"category_scores_gemma":[0.00026062987,0.00015301866,0.00018174775,0.00017576637,0.00067165477,0.0005680221,0.0007729944,0.0004917851,0.00042079555],"study_design_candidate":"theoretical_or_conceptual","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":[0.00033503707,0.00009795458,0.0015502628,0.00021612235,0.000035641406,0.00030245917,0.00044458426,0.008212383,0.7761908,0.19874956,0.0009700367,0.012895136],"study_design_scores_gemma":[0.00008616532,0.00052085344,0.00083201675,0.000023713888,0.00003778318,0.0002654152,0.00015246906,0.06955996,0.8973305,0.023201225,0.007920235,0.00006965527],"about_ca_topic_score_codex":0.0004159858,"about_ca_topic_score_gemma":0.0004708971,"teacher_disagreement_score":0.0033345514,"about_ca_system_score_codex":0.00034768687,"about_ca_system_score_gemma":0.0003967359,"threshold_uncertainty_score":0.011155188},"labels":[],"label_agreement":null},{"id":"W4320150733","doi":"10.1364/fio.2022.jtu4a.80","title":"Detecting Biphoton States with Enhanced Resolution Through Electro-Optic Gating","year":2022,"lang":"en","type":"article","venue":"Frontiers in Optics + Laser Science 2022 (FIO, LS)","topic":"Quantum optics and atomic interactions","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"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":"Resolution (logic); Detector; Gating; Image resolution; Temporal resolution; Optics; Physics; Photon; Optoelectronics; Materials science; Computer science; Artificial intelligence","score_opus":0.005539606617646809,"score_gpt":0.2357734485470007,"score_spread":0.2302338419293539,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320150733","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":[0.9329017,0.0003414596,0.06360562,0.00020253302,0.00004954017,0.0000307699,0.00014766649,0.00026428793,0.0024564492],"genre_scores_gemma":[0.9608344,0.00024551724,0.037650555,0.00006170899,0.000024161507,0.000029511039,0.00009579339,0.000041152744,0.0010172109],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998785,0.000017955164,0.0000056827307,0.000023934637,0.00004804396,0.000025774367],"domain_scores_gemma":[0.99963224,0.00016425489,0.00010325713,0.00003604961,0.00002853647,0.000035642708],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026871177,0.00029186718,0.00016686744,0.00023811223,0.00014179779,0.0004345002,0.0004106759,0.00028738898,0.0009892432],"category_scores_gemma":[0.000463744,0.0001708345,0.00008102534,0.00026845597,0.00040222367,0.00037145626,0.00041507653,0.00043211874,0.00017773853],"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":[0.00006774978,0.00002134871,0.00033017015,0.00002117001,0.000002995573,0.000054004995,0.000025628882,0.00023611821,0.9931961,0.0010552164,0.0000842609,0.0049051833],"study_design_scores_gemma":[0.000026759119,0.00015340692,0.0019957314,0.0000050802914,0.000005899523,0.00023308634,0.000014120658,0.015306585,0.9799962,0.00069715455,0.0015515877,0.00001441161],"about_ca_topic_score_codex":0.00026920953,"about_ca_topic_score_gemma":0.00072192115,"teacher_disagreement_score":0.0009892432,"about_ca_system_score_codex":0.00019259113,"about_ca_system_score_gemma":0.0001849977,"threshold_uncertainty_score":0.0033093095},"labels":[],"label_agreement":null}]}