{"meta":{"query_hash":"9d58d9c7d58d","filters":{"venue":"Classical Optics 2014"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/9d58d9c7d58d","api":"https://metacan.xera.ac/api/v1/cohort?venue=Classical+Optics+2014"},"results":[{"id":"W1994205907","doi":"10.1364/cosi.2014.cth2c.2","title":"Effect of third order aberrations on the performance of cubic and quartic phase masks for wavefront coding","year":2014,"lang":"en","type":"article","venue":"Classical Optics 2014","topic":"Adaptive optics and wavefront sensing","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 Laval","funders":"","keywords":"Quartic function; Citation; Computer science; Publishing; Order (exchange); Coding (social sciences); Wavefront; Physics; World Wide Web; Mathematics; Optics; Art; Statistics; Business","score_opus":0.0123362236793233,"score_gpt":0.2690262523334915,"score_spread":0.2566900286541682,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994205907","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.937811,0.000009564991,0.057186276,0.00039710768,0.000106864325,0.00031767372,0.000017614397,0.0000059483655,0.004147904],"genre_scores_gemma":[0.99789065,0.0000023871503,0.0016105471,0.000022981045,0.0001475506,0.000013075891,0.000009787915,0.000014502006,0.00028853846],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992522,0.00006490114,0.00024116308,0.00015244364,0.000114062634,0.0001752214],"domain_scores_gemma":[0.9984877,0.0009962704,0.00014975117,0.00021014943,0.00010068239,0.000055441964],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037471563,0.00013355831,0.0002663433,0.000027561846,0.0001315813,0.000018989283,0.00007790762,0.000037953047,0.000013854306],"category_scores_gemma":[0.00006036156,0.000085483276,0.000076675824,0.000049077735,0.00017777497,0.000043144144,0.000030397488,0.00012289529,0.000005945617],"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":[0.00039021135,0.0004350788,0.002051601,0.00018231373,0.00020775785,1.6246285e-7,0.00043266127,0.0017177918,0.041734975,0.9203324,0.002231537,0.03028353],"study_design_scores_gemma":[0.0016946163,0.0028915075,0.00026948622,0.00009855904,0.000151698,2.8532207e-7,0.000069588335,0.94113845,0.05075035,0.0014467615,0.0013202167,0.00016847721],"about_ca_topic_score_codex":0.0000031415238,"about_ca_topic_score_gemma":7.610163e-7,"teacher_disagreement_score":0.93942064,"about_ca_system_score_codex":0.00000815149,"about_ca_system_score_gemma":0.000017700802,"threshold_uncertainty_score":0.34859067},"labels":[],"label_agreement":null},{"id":"W1995621993","doi":"10.1364/iodc.2014.im2b.4","title":"Design of the Curvilinear Reflectors for Linear Rotary Optical Delay Lines","year":2014,"lang":"en","type":"article","venue":"Classical Optics 2014","topic":"Semiconductor Lasers 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":"Polytechnique Montréal","funders":"","keywords":"Curvilinear coordinates; Reflector (photography); Line (geometry); Optics; Machining; Engineering; Materials science; Computer science; Mechanical engineering; Physics; Geometry; Mathematics; Light source","score_opus":0.02387225700774775,"score_gpt":0.2513091323360576,"score_spread":0.22743687532830986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995621993","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3305805,0.00045628616,0.65871036,0.0013080146,0.0029767114,0.001063224,0.00003516742,0.00039652974,0.0044732178],"genre_scores_gemma":[0.90592504,0.000063809304,0.092315204,0.00025472965,0.0010211592,0.00004363668,0.000012328823,0.00009537814,0.00026874008],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987789,0.000048320024,0.00039580683,0.00021920307,0.00021014514,0.0003476406],"domain_scores_gemma":[0.998331,0.0009464886,0.00004947368,0.00042189323,0.0000961545,0.00015498669],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028780225,0.00021636256,0.0003372398,0.00003891369,0.00006338003,0.000024056844,0.00037884005,0.00021107755,0.000020641404],"category_scores_gemma":[0.00043903184,0.00014442099,0.00017196049,0.00014426769,0.00019447267,0.00006987296,0.00006043891,0.00026527053,0.000040172665],"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":[0.00028928483,0.0004960257,0.0009919675,0.0009220934,0.00046108093,0.0000053309122,0.00021657767,0.5192986,0.3438067,0.07696446,0.046927515,0.009620301],"study_design_scores_gemma":[0.0003864571,0.0001750888,0.000118395496,0.00004469872,0.00007336625,0.000002600102,0.000008069195,0.92843413,0.049726136,0.0011305021,0.019676637,0.0002239448],"about_ca_topic_score_codex":0.000001186056,"about_ca_topic_score_gemma":0.0000027780407,"teacher_disagreement_score":0.5753445,"about_ca_system_score_codex":0.000026364616,"about_ca_system_score_gemma":0.000025987056,"threshold_uncertainty_score":0.58893174},"labels":[],"label_agreement":null},{"id":"W2085855541","doi":"10.1364/oft.2014.otu2b.2","title":"Diamond Turned Kinoform in Calcium Fluoride Having a Depth Larger than the Standard Blaze Depth","year":2014,"lang":"en","type":"article","venue":"Classical Optics 2014","topic":"Optical Coatings and Gratings","field":"Materials 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":"Raytheon Technologies (Canada)","funders":"","keywords":"Citation; Diamond; Computer science; Multimedia; Computer graphics (images); World Wide Web; Materials science; Composite material","score_opus":0.01850397260908325,"score_gpt":0.26800867888752544,"score_spread":0.24950470627844218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085855541","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97194964,0.000043874457,0.007963024,0.0046755224,0.0005629851,0.00031324275,0.000018374454,0.00010774884,0.014365563],"genre_scores_gemma":[0.9903065,0.0000059877566,0.00756971,0.00084034476,0.00041489658,0.000035594614,0.0000065808067,0.000040997416,0.0007793856],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99735636,0.0001648106,0.0005575815,0.0005130843,0.00059438404,0.00081380125],"domain_scores_gemma":[0.99805856,0.0008081291,0.0001805297,0.0005573653,0.0001322858,0.00026312837],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015084695,0.00029418583,0.00044258605,0.00005933152,0.00025693633,0.00037555705,0.0005675941,0.00019222253,0.0001268398],"category_scores_gemma":[0.0013326461,0.00018424114,0.00013630673,0.00021794817,0.00037141828,0.00022668773,0.00028655824,0.0004969236,0.00040227524],"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":[0.00037348844,0.00048589072,0.035799496,0.00015510319,0.000029698265,0.000054192235,0.0018001319,0.0004535838,0.70284253,0.22528613,0.020155076,0.012564668],"study_design_scores_gemma":[0.0059698555,0.0023941728,0.13913946,0.000604787,0.00026386773,0.0000506864,0.00080152316,0.14239495,0.48760137,0.03908548,0.17856827,0.0031255702],"about_ca_topic_score_codex":0.000068676905,"about_ca_topic_score_gemma":0.00081357674,"teacher_disagreement_score":0.21524116,"about_ca_system_score_codex":0.00010289019,"about_ca_system_score_gemma":0.00007912328,"threshold_uncertainty_score":0.75131357},"labels":[],"label_agreement":null},{"id":"W2325038338","doi":"10.1364/cosi.2014.ctu2c.3","title":"An all-fiber spectrometer using deconvolution of intensity images at the output of photonic bandgap fiber bundle","year":2014,"lang":"en","type":"article","venue":"Classical Optics 2014","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":"Polytechnique Montréal","funders":"","keywords":"Photonic bandgap; Materials science; Optics; Bundle; Photonic crystal; Spectrometer; Photonic-crystal fiber; Fiber bundle; Photonics; Deconvolution; Fiber; Optoelectronics; Optical fiber; Physics","score_opus":0.01717627450046106,"score_gpt":0.24483366294566083,"score_spread":0.22765738844519978,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2325038338","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98006535,0.00017047787,0.004898474,0.00009347954,0.00021152484,0.000131162,0.00001624252,0.00005603705,0.014357275],"genre_scores_gemma":[0.99394786,0.00003571959,0.0052049225,0.000059333597,0.00008328167,0.0000030712686,0.0000098040355,0.00003038276,0.0006256172],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890107,0.000047718844,0.00034489762,0.00019810433,0.00020386603,0.00030435366],"domain_scores_gemma":[0.9990251,0.0002102,0.000081903534,0.00046119452,0.0001008604,0.00012071314],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002805752,0.0001764246,0.00036626312,0.000048362395,0.000045839,0.00002103602,0.00023220431,0.00013449443,0.0003726767],"category_scores_gemma":[0.00005981816,0.00012713578,0.00013693346,0.00008602024,0.0003071657,0.00011943084,0.000090755275,0.00021375193,0.00015078881],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043432682,0.0013311537,0.0018067451,0.0010739979,0.0011636161,0.0000101862,0.0007681795,0.07345147,0.8760473,0.015200888,0.015404702,0.013307432],"study_design_scores_gemma":[0.0004077967,0.00025979674,0.0026671104,0.000046579342,0.00015923665,0.000012162297,0.00002019508,0.8502274,0.13423738,0.00078362337,0.010916159,0.0002625293],"about_ca_topic_score_codex":0.000015557918,"about_ca_topic_score_gemma":0.000015961186,"teacher_disagreement_score":0.77677596,"about_ca_system_score_codex":0.00009674359,"about_ca_system_score_gemma":0.000016293126,"threshold_uncertainty_score":0.5184446},"labels":[],"label_agreement":null}]}