{"meta":{"query_hash":"34a2cba83e55","filters":{"venue":"Photoniques"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/34a2cba83e55","api":"https://metacan.xera.ac/api/v1/cohort?venue=Photoniques"},"results":[{"id":"W1979452287","doi":"10.1051/photon/20199730","title":"Détection et analyse automatique des aérosols atmosphériques par lidar infrarouge","year":2019,"lang":"fr","type":"article","venue":"Photoniques","topic":"Atmospheric aerosols and clouds","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Geography; Forestry; Art","score_opus":0.008191871287971527,"score_gpt":0.2551560184821008,"score_spread":0.24696414719412926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1979452287","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":[0.5407729,0.006707229,0.43278873,0.000464413,0.00029290846,0.00029685308,0.0037724061,0.0042967508,0.01060783],"genre_scores_gemma":[0.6851904,0.0024729078,0.30157018,0.00023583356,0.000070306174,0.000281578,0.0037294312,0.00022626974,0.0062230113],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991715,0.00012485628,0.000023623174,0.00019773576,0.0003897878,0.00009268422],"domain_scores_gemma":[0.99959666,0.00011462353,0.00004642459,0.000043153173,0.00018606265,0.000013106614],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008628844,0.0006525276,0.00048031122,0.0017773304,0.00038916527,0.001015974,0.00058592454,0.0010396582,0.0014285124],"category_scores_gemma":[0.0010259276,0.00036731194,0.00080718857,0.001223768,0.00020586603,0.00095968053,0.0004955789,0.0006157881,0.0019586782],"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":[0.0003165086,0.00019839044,0.053009998,0.00062679104,0.00023283741,0.00022804578,0.0003955494,0.013817495,0.5400679,0.0015300009,0.0035522361,0.38602427],"study_design_scores_gemma":[0.00011167862,0.00044086293,0.14796233,0.00017868416,0.00026025035,0.0009048622,0.00069847447,0.40917468,0.39710486,0.0026015555,0.04036013,0.00020159042],"about_ca_topic_score_codex":0.008219522,"about_ca_topic_score_gemma":0.012928728,"teacher_disagreement_score":0.008219522,"about_ca_system_score_codex":0.00053249876,"about_ca_system_score_gemma":0.0008009807,"threshold_uncertainty_score":0.016343355},"labels":[],"label_agreement":null},{"id":"W2036102696","doi":"10.1051/photon/20136326","title":"Caractérisation des panaches industriels par imagerie hyperspectrale aéroportée","year":2013,"lang":"fr","type":"article","venue":"Photoniques","topic":"Mercury impact and mitigation studies","field":"Environmental 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":"Bruyère","funders":"","keywords":"Humanities; Physics; Philosophy","score_opus":0.035016574451652356,"score_gpt":0.26626962103132906,"score_spread":0.2312530465796767,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2036102696","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":[0.8387772,0.0015820194,0.14530046,0.00025504365,0.00007303625,0.00010696237,0.0011379274,0.0010760111,0.011691402],"genre_scores_gemma":[0.8155363,0.0018313368,0.16745047,0.00018011528,0.00002479368,0.00013133792,0.0010351167,0.00025364477,0.013556889],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996301,0.000038463015,0.000009423295,0.00010370396,0.00017849721,0.000039797622],"domain_scores_gemma":[0.99979264,0.00006135365,0.00003035112,0.000021975955,0.00008501579,0.000008640866],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004334507,0.00051040604,0.00028067807,0.0012550708,0.00039860047,0.0008414095,0.00033253102,0.00070749363,0.0030103163],"category_scores_gemma":[0.0004497253,0.00024956733,0.0004675123,0.0010381835,0.00035127497,0.000525661,0.00038669162,0.00055259344,0.00081712025],"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":[0.00029162233,0.00007259857,0.036226697,0.000489341,0.00012361402,0.00029144494,0.0010285352,0.0059995353,0.8185271,0.0008196303,0.0009983899,0.13513146],"study_design_scores_gemma":[0.00002096489,0.0003036962,0.36947954,0.00010975895,0.00019662666,0.00081198674,0.0025769582,0.031465404,0.5742642,0.0010479143,0.019629527,0.00009342746],"about_ca_topic_score_codex":0.008495202,"about_ca_topic_score_gemma":0.02196704,"teacher_disagreement_score":0.008495202,"about_ca_system_score_codex":0.00030429199,"about_ca_system_score_gemma":0.00027875582,"threshold_uncertainty_score":0.01689154},"labels":[],"label_agreement":null},{"id":"W2520091533","doi":"10.1051/photon/20168219","title":"Détection et analyse automatique des aérosols atmosphériques par lidar ultraviolet ou infrarouge","year":2016,"lang":"fr","type":"article","venue":"Photoniques","topic":"Aeolian processes and effects","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Geography; Environmental science; Forestry; Art","score_opus":0.018879100017666083,"score_gpt":0.2644980250083631,"score_spread":0.24561892499069704,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2520091533","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":[0.66710323,0.0042389827,0.31141245,0.00040467578,0.00020596624,0.00023315105,0.0022789568,0.0040659723,0.010056653],"genre_scores_gemma":[0.718795,0.0013887922,0.27163655,0.00025023482,0.000062471845,0.00020998123,0.0018399779,0.00014490203,0.0056720516],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993319,0.00009116121,0.000013828977,0.00016866063,0.00032272944,0.00007176819],"domain_scores_gemma":[0.9997384,0.00007147914,0.000039667146,0.00003031803,0.00010663075,0.000013422031],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048975466,0.00054688315,0.00036430915,0.0014171185,0.00035434446,0.0007817518,0.00051756046,0.0011254959,0.0014228887],"category_scores_gemma":[0.0006675953,0.00026464098,0.0004806714,0.000770852,0.0001892132,0.00071362837,0.00036736185,0.000471015,0.0016227963],"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":[0.00022941662,0.00019230894,0.050663825,0.00027589893,0.00011780323,0.0001911289,0.0002856751,0.004743635,0.6764994,0.0008230947,0.002376392,0.2636014],"study_design_scores_gemma":[0.00010847036,0.0005519828,0.21181862,0.00011419088,0.00016840914,0.0011592051,0.00064347545,0.26049703,0.49254784,0.0015477536,0.03069126,0.00015184001],"about_ca_topic_score_codex":0.0052237567,"about_ca_topic_score_gemma":0.008247818,"teacher_disagreement_score":0.0052237567,"about_ca_system_score_codex":0.0004164758,"about_ca_system_score_gemma":0.00056959805,"threshold_uncertainty_score":0.010386705},"labels":[],"label_agreement":null},{"id":"W3104812046","doi":"10.1051/photon/202010440","title":"Silicon photonics for artificial intelligence applications","year":2020,"lang":"en","type":"article","venue":"Photoniques","topic":"Neural Networks and Reservoir Computing","field":"Computer Science","cited_by":3,"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":"Neuromorphic engineering; Computer science; Artificial neural network; Computer architecture; Artificial intelligence; Photonics; Implementation; Domain (mathematical analysis); Efficient energy use; Silicon photonics; Applications of artificial intelligence; Engineering; Software engineering; Electrical engineering; Materials science","score_opus":0.06421414134398601,"score_gpt":0.29933872282292207,"score_spread":0.23512458147893606,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3104812046","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":[0.020370401,0.14754874,0.19149654,0.023039851,0.008649093,0.00027881816,0.0011068246,0.0028415066,0.6046682],"genre_scores_gemma":[0.45377746,0.12377081,0.1956001,0.0076555815,0.0035808003,0.00065809226,0.001647194,0.00072209816,0.21258791],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997477,0.000025803973,0.000009927693,0.000043189542,0.00014087987,0.000032602482],"domain_scores_gemma":[0.9997003,0.00008748267,0.000027569075,0.00004644544,0.00010392005,0.000034402565],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004440285,0.00049917854,0.0002559115,0.00053547136,0.0005967188,0.0015449264,0.0005911925,0.0014531389,0.027887218],"category_scores_gemma":[0.00072736107,0.00024400052,0.0002795516,0.00062539434,0.0006899057,0.0015643508,0.0010058149,0.0016922719,0.007542153],"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":[0.00012244174,0.00009298509,0.00030731512,0.0011637938,0.000032604374,0.00025595727,0.0001456374,0.0027423447,0.08043035,0.5525808,0.10774094,0.2543848],"study_design_scores_gemma":[0.000028514598,0.00010614918,0.00024269884,0.0003050648,0.000016013171,0.0005079398,0.000067389316,0.010289872,0.026025,0.12924814,0.8331301,0.00003310134],"about_ca_topic_score_codex":0.000323205,"about_ca_topic_score_gemma":0.0004683799,"teacher_disagreement_score":0.027887218,"about_ca_system_score_codex":0.0008998189,"about_ca_system_score_gemma":0.00083503657,"threshold_uncertainty_score":0.09329206},"labels":[],"label_agreement":null},{"id":"W4416778298","doi":"10.1051/photon/202513468","title":"Quantum sensors and their limits","year":2025,"lang":"","type":"article","venue":"Photoniques","topic":"Mechanical and Optical Resonators","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":"Université de Sherbrooke","funders":"","keywords":"Quantum; Quantum sensor; Measure (data warehouse); Sensitivity (control systems); Ideal (ethics); Quantum system; Open quantum system; Quantum information; Quantum state","score_opus":0.012535465416083136,"score_gpt":0.2628854635026839,"score_spread":0.25034999808660074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416778298","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":[0.0364867,0.12426778,0.29655606,0.048312053,0.0038145157,0.00016071876,0.0005286209,0.0010193434,0.4888542],"genre_scores_gemma":[0.7976343,0.054026455,0.08461572,0.012215185,0.005875519,0.00091100455,0.0003486349,0.00051411806,0.043859143],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99509037,0.0010105731,0.00022692392,0.0010373533,0.0022535701,0.00038109577],"domain_scores_gemma":[0.98813397,0.008021513,0.00035973042,0.0017888278,0.0013772593,0.00031875394],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0057381555,0.0009745813,0.0021761865,0.001610851,0.0028536643,0.005796118,0.0020475998,0.004787916,0.00742825],"category_scores_gemma":[0.020832932,0.0013518578,0.00074939965,0.0008918021,0.01527668,0.015066803,0.006362425,0.008578232,0.0023791848],"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":[0.0000117489735,0.000009401823,0.000060063,0.000054300544,0.000006826802,0.000021826565,0.000082460305,0.0009053303,0.00049386127,0.99235713,0.0012985081,0.0046985974],"study_design_scores_gemma":[0.000007972063,0.000013152888,0.0000660486,0.00007934582,0.0000033710153,0.000055477638,0.000026646272,0.0036608714,0.00034522422,0.97692776,0.018796979,0.000017207802],"about_ca_topic_score_codex":0.0017787328,"about_ca_topic_score_gemma":0.0005610775,"teacher_disagreement_score":0.00742825,"about_ca_system_score_codex":0.0034743191,"about_ca_system_score_gemma":0.0012958106,"threshold_uncertainty_score":0.030346632},"labels":[],"label_agreement":null}]}