{"meta":{"query_hash":"6a28527acddd","filters":{"venue":"Advances in Physics X"},"cohort_total":21,"direct_labels_cover":0,"predictions_cover":21,"exported":21,"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/6a28527acddd","api":"https://metacan.xera.ac/api/v1/cohort?venue=Advances+in+Physics+X"},"results":[{"id":"W2313507501","doi":"10.1080/23746149.2016.1165629","title":"Photoluminescent nanoplatforms in biomedical applications","year":2016,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Quantum Dots Synthesis And Properties","field":"Materials Science","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; Concordia University; Departamento Administrativo de Ciencia, Tecnología e Innovación (COLCIENCIAS)","keywords":"Nanotechnology; Surface modification; Photoluminescence; Biocompatible material; Materials science; Nanoparticle; Chemistry; Optoelectronics; Biomedical engineering; Engineering","score_opus":0.011707340511555833,"score_gpt":0.25872643133506185,"score_spread":0.247019090823506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2313507501","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.101169765,0.6690313,0.16885468,0.0026469794,0.0008978872,0.00024134523,0.00038345743,0.00084918534,0.05592538],"genre_scores_gemma":[0.49876353,0.3436674,0.1268198,0.0024313692,0.0006639995,0.0002552674,0.0004102816,0.00014294725,0.026845353],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.999835,0.000026677788,0.000016717682,0.000050697967,0.000053737625,0.000017175216],"domain_scores_gemma":[0.9999113,0.000042482403,0.0000131713705,0.000007667297,0.000016836337,0.000008612438],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003835906,0.00037433053,0.0002911779,0.0004536681,0.00020501178,0.00049229705,0.00042012022,0.00093617756,0.0015889647],"category_scores_gemma":[0.00021476156,0.0002601475,0.00021745195,0.00040553452,0.00047830297,0.0006964251,0.00040966313,0.00070588,0.00128575],"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":[0.00004378386,0.00004652774,0.00013192298,0.0013415475,0.000008937442,0.0002688879,0.00010085296,0.000590619,0.89439964,0.012065479,0.00086721,0.090134494],"study_design_scores_gemma":[0.000010184149,0.00033131428,0.00069887575,0.0002212006,0.000027479531,0.0013220407,0.00006155279,0.0018641468,0.7973672,0.005313064,0.19275267,0.000030185023],"about_ca_topic_score_codex":0.00025942872,"about_ca_topic_score_gemma":0.00031664575,"teacher_disagreement_score":0.0015889647,"about_ca_system_score_codex":0.0004721653,"about_ca_system_score_gemma":0.00020886656,"threshold_uncertainty_score":0.0053156614},"labels":[],"label_agreement":null},{"id":"W2548804331","doi":"10.1080/23746149.2017.1343097","title":"The SLH framework for modeling quantum input-output networks","year":2017,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Quantum Information and Cryptography","field":"Computer Science","cited_by":140,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Perimeter Institute; University of Waterloo","funders":"National Nuclear Security Administration; Institut Périmètre de physique théorique; Times Higher Education; Government of Canada; Sandia National Laboratories; Laboratory Directed Research and Development; U.S. Department of Energy","keywords":"Modularity (biology); Context (archaeology); Quantum; Node (physics); Quantum network; Focus (optics); Operator (biology); Degrees of freedom (physics and chemistry)","score_opus":0.02464389957556578,"score_gpt":0.3082464957339657,"score_spread":0.2836025961583999,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2548804331","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":[0.0060286927,0.0005469039,0.97920096,0.0005423257,0.0000691926,0.000048008373,0.00021019932,0.000147418,0.013206283],"genre_scores_gemma":[0.57395756,0.003778495,0.39827025,0.0005644626,0.00053414877,0.0007387566,0.000549156,0.00023788038,0.021369204],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9995129,0.00021777923,0.000026164265,0.000077336736,0.00011182626,0.000053914526],"domain_scores_gemma":[0.9994561,0.00027729297,0.00007028188,0.00007841349,0.00007340949,0.000044554068],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011191906,0.00087305444,0.0007893953,0.0008054686,0.0006835708,0.0016101726,0.0019226082,0.0015478639,0.0061727464],"category_scores_gemma":[0.0017288111,0.00041879987,0.0012648634,0.00082085264,0.0022459025,0.0037356277,0.0013022944,0.0019274004,0.000845813],"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":[0.000008445086,0.000010488781,0.00012410022,0.000054436547,0.000014299133,0.00004882253,0.000082184895,0.11298565,0.0006452511,0.8820981,0.00059416844,0.0033340561],"study_design_scores_gemma":[0.000008298865,0.000016682592,0.0000554603,0.000018411556,0.000009213239,0.00002661113,0.000026044037,0.5439658,0.00020594233,0.4511435,0.0045155734,0.000008407579],"about_ca_topic_score_codex":0.0032220033,"about_ca_topic_score_gemma":0.002273522,"teacher_disagreement_score":0.0061727464,"about_ca_system_score_codex":0.0013789791,"about_ca_system_score_gemma":0.0011593103,"threshold_uncertainty_score":0.02064991},"labels":[],"label_agreement":null},{"id":"W2565643710","doi":"10.1080/23746149.2016.1266914","title":"Harnessing the power of quantum systems based on spin magnetic resonance: from ensembles to single spins","year":2016,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Diamond and Carbon-based Materials Research","field":"Materials Science","cited_by":12,"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":"Ministry of Science and Technology of the People's Republic of China; Chinese Academy of Sciences; National Natural Science Foundation of China","keywords":"Spin engineering; Quantum computer; Physics; Spin (aerodynamics); Open quantum system; Quantum; Quantum technology; Qubit; Quantum network; Quantum information; Quantum mechanics; Condensed matter physics; Spin polarization; Electron","score_opus":0.01599708586598645,"score_gpt":0.2821622160482143,"score_spread":0.2661651301822278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2565643710","genre_codex":"empirical","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":[0.38214836,0.11153597,0.3656339,0.0036991253,0.0019497332,0.00011801242,0.00030216237,0.0023364234,0.13227633],"genre_scores_gemma":[0.9378973,0.01757105,0.04022223,0.0002448774,0.00047544233,0.00005534221,0.00009432001,0.00009955929,0.0033398487],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99987316,0.000027188502,0.000005499191,0.000027513295,0.00004749376,0.000019176388],"domain_scores_gemma":[0.99981433,0.000089904745,0.00001552167,0.000040947933,0.00001931434,0.000019987148],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020799275,0.00027509782,0.0005682969,0.00032054173,0.0003886781,0.0007477411,0.0004695898,0.00042012765,0.0022196907],"category_scores_gemma":[0.0004994991,0.00017742628,0.00021191972,0.00032429825,0.00086720847,0.0015673595,0.0009166075,0.0007476734,0.0005364073],"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":[0.00017117236,0.000108930435,0.0010169636,0.0014041227,0.00009956345,0.00034786307,0.00041121445,0.0154720815,0.28998727,0.47280267,0.005166432,0.21301161],"study_design_scores_gemma":[0.00007287695,0.0006536784,0.0018488071,0.00027721672,0.00013769462,0.0008273405,0.00025398526,0.12216528,0.17037757,0.50326824,0.19998842,0.00012885494],"about_ca_topic_score_codex":0.00014429948,"about_ca_topic_score_gemma":0.00023790028,"teacher_disagreement_score":0.0022196907,"about_ca_system_score_codex":0.0001918375,"about_ca_system_score_gemma":0.00023061445,"threshold_uncertainty_score":0.0074255466},"labels":[],"label_agreement":null},{"id":"W2896386938","doi":"10.1080/23746149.2019.1602480","title":"Thermodynamics and statistical mechanics of chemically powered synthetic nanomotors","year":2019,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Micro and Nano Robotics","field":"Physics and Astronomy","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds De La Recherche Scientifique - FNRS","keywords":"Non-equilibrium thermodynamics; Propulsion; Coupling (piping); Statistical mechanics; Slip (aerodynamics); Janus; Colloid; Chemical energy; Molecular motor","score_opus":0.002637489847000768,"score_gpt":0.2233674945702992,"score_spread":0.22073000472329843,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2896386938","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":[0.73524874,0.0055495882,0.22507583,0.003723075,0.00035211348,0.00008982297,0.0006336175,0.00032236954,0.029004833],"genre_scores_gemma":[0.9912033,0.00094858854,0.0043550013,0.00015749906,0.00024929325,0.000099429904,0.00020310856,0.00006836905,0.002715381],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9994956,0.00010176829,0.00002806582,0.0000811,0.00021659402,0.0000767753],"domain_scores_gemma":[0.99867356,0.0007239394,0.00022019447,0.00013847328,0.00014488726,0.00009894134],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009798664,0.0003136721,0.00060922105,0.0011118005,0.0005847552,0.0011581426,0.00065902487,0.000664076,0.0013445184],"category_scores_gemma":[0.0035565558,0.0005250401,0.00047832145,0.0003523647,0.0020832275,0.0016183378,0.0007805638,0.000661665,0.0003145315],"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":[0.000046965535,0.00009537439,0.0029036105,0.00015994548,0.000052730742,0.00016303046,0.00015220781,0.18865438,0.022345014,0.7771978,0.0013209449,0.0069080023],"study_design_scores_gemma":[0.00001600061,0.000048246748,0.0032394177,0.000013676613,0.000009248572,0.00007072469,0.000020899619,0.62780696,0.0040081395,0.36319903,0.0015127274,0.000054999557],"about_ca_topic_score_codex":0.0011214125,"about_ca_topic_score_gemma":0.00071876677,"teacher_disagreement_score":0.0013445184,"about_ca_system_score_codex":0.00127176,"about_ca_system_score_gemma":0.00067239325,"threshold_uncertainty_score":0.009227276},"labels":[],"label_agreement":null},{"id":"W2953831863","doi":"10.1080/23746149.2019.1622451","title":"Advanced bioengineering technologies for preclinical research","year":2019,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"H2020 European Research Council; Natural Sciences and Engineering Research Council of Canada; Generalitat de Catalunya; European Commission; University of Ottawa","keywords":"Human health; Computer science; Drug discovery; Risk analysis (engineering); Nanotechnology; Human disease; Data science; Biochemical engineering; Engineering ethics; Biology; Engineering; Disease; Medicine; Bioinformatics; Pathology; Materials science","score_opus":0.04618518798862048,"score_gpt":0.40785390979278613,"score_spread":0.36166872180416565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2953831863","genre_codex":"methods","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":[0.009469315,0.21983479,0.59270805,0.013443614,0.008719678,0.002655782,0.0031007112,0.0053195553,0.14474857],"genre_scores_gemma":[0.101654544,0.28284118,0.5211722,0.008191904,0.0052071754,0.005572989,0.0049349917,0.0015817679,0.06884319],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99670756,0.0008785135,0.00024878705,0.0003523519,0.0016107057,0.00020202361],"domain_scores_gemma":[0.995998,0.0011876778,0.00036882563,0.0008387771,0.0011673765,0.00043934042],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0071695293,0.0010433273,0.0012784932,0.0027512829,0.00077051163,0.003841312,0.0015094976,0.0018955924,0.02691903],"category_scores_gemma":[0.005690079,0.0006776436,0.0009890712,0.0016117272,0.0021700799,0.0028933962,0.0026326303,0.0044393274,0.022225536],"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":[0.00045184253,0.0004878966,0.00093297724,0.0056388103,0.000099510835,0.0009475584,0.00052074675,0.0022199634,0.15906094,0.10329686,0.07060044,0.6557424],"study_design_scores_gemma":[0.00006706162,0.0007384039,0.00089241454,0.0014338065,0.00006587275,0.0017253575,0.0001267873,0.001178621,0.04322732,0.026086792,0.9243859,0.000071696886],"about_ca_topic_score_codex":0.00042954696,"about_ca_topic_score_gemma":0.000575721,"teacher_disagreement_score":0.02691903,"about_ca_system_score_codex":0.0012066725,"about_ca_system_score_gemma":0.0032570858,"threshold_uncertainty_score":0.09005314},"labels":[],"label_agreement":null},{"id":"W3013685828","doi":"10.1080/23746149.2020.1797528","title":"Machine learning for quantum matter","year":2020,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Quantum many-body systems","field":"Physics and Astronomy","cited_by":141,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Vector Institute; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institute for Advanced Research","keywords":"Quantum; Quantum machine learning; Field (mathematics); Quantum computer; Quantum technology; Artificial neural network; Quantum network; Quantum information","score_opus":0.013063526121527273,"score_gpt":0.2700558408639939,"score_spread":0.25699231474246664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3013685828","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":[0.005286746,0.062260754,0.858228,0.031934768,0.0019026141,0.00007658933,0.00034819075,0.00048523437,0.03947711],"genre_scores_gemma":[0.45474088,0.08354248,0.4042481,0.010134378,0.014955187,0.00080452673,0.0011740364,0.00039815152,0.030002275],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9986979,0.00067096535,0.000050036397,0.00021381085,0.0003010501,0.000066187335],"domain_scores_gemma":[0.9948296,0.003996064,0.00016758866,0.0004572045,0.00043655265,0.00011301645],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024866182,0.0006768952,0.00096463255,0.0010217606,0.0006752107,0.0021430636,0.0010798363,0.0019863925,0.006486732],"category_scores_gemma":[0.010626371,0.00027245656,0.00068959745,0.0010495092,0.0022730583,0.0037504255,0.0018588303,0.004328782,0.0017265173],"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":[0.000014437545,0.000023548078,0.0002797888,0.00024557047,0.000041186326,0.000041829448,0.00006761984,0.013895893,0.00028073066,0.9116662,0.013219315,0.060223825],"study_design_scores_gemma":[0.000005874489,0.000012755505,0.00011942741,0.000082212166,0.0000058687606,0.000031190593,0.00001382039,0.06566799,0.00017071821,0.9108325,0.023046905,0.000010746766],"about_ca_topic_score_codex":0.0010680275,"about_ca_topic_score_gemma":0.0007821193,"teacher_disagreement_score":0.006486732,"about_ca_system_score_codex":0.0015074371,"about_ca_system_score_gemma":0.0009825728,"threshold_uncertainty_score":0.021700323},"labels":[],"label_agreement":null},{"id":"W3036427775","doi":"10.1080/23746149.2020.1778526","title":"Nonlinear optical response and self-trapping of light in biological suspensions","year":2020,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Orbital Angular Momentum in Optics","field":"Physics and Astronomy","cited_by":30,"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; Université TÉLUQ; Université du Québec à Montréal","funders":"","keywords":"Light scattering; Nonlinear system; Nanotechnology; Optical tweezers; Nonlinear optics; Plasmon; Dielectric; Optical phenomena; Soft matter; Nonlinear optical; Materials science; Scattering; Dynamic light scattering; Optoelectronics; Colloid; Optics; Physics; Chemistry; Nanoparticle","score_opus":0.012770383432492368,"score_gpt":0.26384475722844647,"score_spread":0.2510743737959541,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3036427775","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":[0.9037013,0.026279725,0.05076806,0.00082901394,0.00017160701,0.000074558935,0.00011445618,0.00019410475,0.017867152],"genre_scores_gemma":[0.983423,0.004454503,0.005735702,0.0002813522,0.0000649185,0.000041905263,0.00007912355,0.000022691165,0.005896765],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998591,0.000027391196,0.0000056625604,0.000041865645,0.00004702271,0.000018768382],"domain_scores_gemma":[0.9998006,0.00011463905,0.00003610985,0.000004853528,0.000033264336,0.0000105361305],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002016955,0.00023406239,0.00014516617,0.00024053024,0.00022081764,0.00025551266,0.00020756917,0.00042294007,0.0008850388],"category_scores_gemma":[0.00034954873,0.00013083602,0.00015064265,0.000120788005,0.00037032075,0.00030763718,0.0003745533,0.00046211394,0.00028231117],"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":[0.00002031962,0.000009526676,0.00017288487,0.000105602514,0.0000056866797,0.000091807604,0.00008661866,0.00045009912,0.9951605,0.0010013679,0.000086405875,0.0028091988],"study_design_scores_gemma":[0.0000123441705,0.0002506744,0.0018417299,0.000028305063,0.000014615471,0.00035115183,0.00012092287,0.011579693,0.97928965,0.0013758236,0.00511388,0.00002119527],"about_ca_topic_score_codex":0.0004712372,"about_ca_topic_score_gemma":0.00039475417,"teacher_disagreement_score":0.0008850388,"about_ca_system_score_codex":0.00026903325,"about_ca_system_score_gemma":0.00012091258,"threshold_uncertainty_score":0.0029607415},"labels":[],"label_agreement":null},{"id":"W3081326323","doi":"10.1080/23746149.2020.1806728","title":"Theory and simulation of objects in liquid crystals","year":2020,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Liquid Crystal Research Advancements","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Anisotropy; Colloidal particle; Liquid crystal; Colloid; Photonic crystal; Nanoscopic scale; Nanotechnology; Materials science; Ideal (ethics); Colloidal crystal; Photonics; Chemical physics; Optics; Physics; Optoelectronics; Chemical engineering; Engineering","score_opus":0.02068077010883587,"score_gpt":0.33425219122012034,"score_spread":0.3135714211112845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3081326323","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":[0.048424523,0.008232523,0.8298684,0.0041156476,0.0010375099,0.00027242894,0.0016392194,0.0008578044,0.105551906],"genre_scores_gemma":[0.64655113,0.0071532694,0.30182832,0.0014839519,0.0007387046,0.0029826458,0.0027361761,0.0009799806,0.035545755],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995043,0.00018009527,0.000022966877,0.0000405433,0.0001891819,0.00006286773],"domain_scores_gemma":[0.9995447,0.00024902527,0.000035544406,0.000036309535,0.00007814853,0.000056325865],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058584055,0.0007250859,0.0011841175,0.00081573124,0.0008775101,0.0016429714,0.0020483278,0.0027012122,0.0045641484],"category_scores_gemma":[0.0020611088,0.0005268312,0.0009999531,0.0012302522,0.0017639861,0.0011639346,0.0016279977,0.0012267353,0.0008673911],"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":[0.000019650244,0.000025694728,0.0003342079,0.00013091115,0.000038215505,0.000088992616,0.00007600728,0.7470712,0.00071457034,0.24484776,0.0024007063,0.0042520436],"study_design_scores_gemma":[0.000013652923,0.000004715796,0.00007406451,0.000016600472,0.0000029995526,0.000011104174,0.000012194421,0.94332945,0.00011163641,0.052458014,0.003959427,0.0000062715912],"about_ca_topic_score_codex":0.011223141,"about_ca_topic_score_gemma":0.0051647243,"teacher_disagreement_score":0.011223141,"about_ca_system_score_codex":0.0012470755,"about_ca_system_score_gemma":0.0013426412,"threshold_uncertainty_score":0.022315621},"labels":[],"label_agreement":null},{"id":"W3102693371","doi":"10.1080/23746149.2020.1838946","title":"RF and microwave photonic temporal signal processing with Kerr micro-combs","year":2020,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Advanced Fiber Laser Technologies","field":"Physics and Astronomy","cited_by":335,"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":"Australian Research Council","keywords":"Microwave; Signal processing; Photonics; SIGNAL (programming language); Physics; Kerr effect; Optics; Optoelectronics; Computer science; Telecommunications; Radar; Nonlinear system","score_opus":0.00895678655368369,"score_gpt":0.240259270187479,"score_spread":0.2313024836337953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3102693371","genre_codex":"review","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":[0.050045673,0.7509036,0.14177015,0.0017492702,0.0010974583,0.000076613076,0.00008300804,0.00038546204,0.05388873],"genre_scores_gemma":[0.27948,0.5676642,0.111293696,0.00089473394,0.0032406636,0.00012323982,0.00015777307,0.00008772028,0.037057977],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998784,0.000015359328,0.000006934463,0.00002179689,0.00006374934,0.000013747847],"domain_scores_gemma":[0.9999442,0.000024182957,0.000010897016,0.0000035851226,0.000013395469,0.0000038571],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023614978,0.00026689106,0.00024438283,0.00038337984,0.00014714344,0.0005559765,0.00023978858,0.00042672904,0.0012842556],"category_scores_gemma":[0.0002324899,0.00015565623,0.00028142703,0.00032728244,0.00035722833,0.0009019975,0.0002872375,0.000522127,0.0005499979],"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":[0.00012328134,0.00010065211,0.000595791,0.0027050395,0.000057773585,0.00061606994,0.00022275283,0.0044006524,0.35326505,0.12629323,0.006611146,0.5050086],"study_design_scores_gemma":[0.000028056964,0.0006136085,0.0031193916,0.00055064546,0.0000756665,0.005184234,0.00016889449,0.030969735,0.3036826,0.041968137,0.61354864,0.000090456866],"about_ca_topic_score_codex":0.00019339896,"about_ca_topic_score_gemma":0.00023061596,"teacher_disagreement_score":0.0012842556,"about_ca_system_score_codex":0.00028817836,"about_ca_system_score_gemma":0.00014892238,"threshold_uncertainty_score":0.004296243},"labels":[],"label_agreement":null},{"id":"W3112626146","doi":"10.1080/23746149.2020.1848458","title":"Disorder in energy materials and strategies to model it","year":2020,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Machine Learning in Materials Science","field":"Materials Science","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":"Randomness; Dopant; Nanotechnology; Materials science; Computer science; Energy (signal processing); Doping; Physics","score_opus":0.01180564357141883,"score_gpt":0.28733707669471215,"score_spread":0.2755314331232933,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3112626146","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.026407761,0.029629514,0.7086665,0.027868325,0.0012354564,0.00021307924,0.0009189652,0.00055495766,0.20450546],"genre_scores_gemma":[0.6738694,0.03717165,0.22894795,0.0036337704,0.0017188943,0.0010757197,0.00082528486,0.0003660793,0.052391313],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99982315,0.00007231633,0.000009822558,0.00003374301,0.000041070078,0.000019923022],"domain_scores_gemma":[0.99972075,0.00013475514,0.000028725633,0.0000590693,0.0000309448,0.000025697287],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005421705,0.000655004,0.00064219476,0.0010811605,0.00064942025,0.0017389007,0.0012712326,0.0014721636,0.00466981],"category_scores_gemma":[0.0012108784,0.00027709708,0.0005724107,0.00073063147,0.0024377692,0.0032906202,0.0012712926,0.0018374074,0.00086499756],"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":[0.0000020056348,0.000006926124,0.000072813855,0.00003415738,0.0000031718,0.00001202337,0.000026844516,0.018532012,0.0001019612,0.97777903,0.0009732997,0.0024558336],"study_design_scores_gemma":[0.000003676727,0.0000058738583,0.000051410003,0.0000360666,0.0000028304694,0.000023692699,0.000029110743,0.07703489,0.00008621921,0.9065208,0.01619933,0.000006151132],"about_ca_topic_score_codex":0.0036403271,"about_ca_topic_score_gemma":0.0034183366,"teacher_disagreement_score":0.00466981,"about_ca_system_score_codex":0.0013039571,"about_ca_system_score_gemma":0.001028081,"threshold_uncertainty_score":0.015622079},"labels":[],"label_agreement":null},{"id":"W3163979631","doi":"10.1080/23746149.2021.1981155","title":"Prospects and applications of photonic neural networks","year":2021,"lang":"en","type":"preprint","venue":"Advances in Physics X","topic":"Neural Networks and Reservoir Computing","field":"Computer Science","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Vector Institute; Queen's University; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Neuromorphic engineering; Computer science; Artificial neural network; Photonics; Computer architecture; Reservoir computing; Efficient energy use; Bandwidth (computing); Artificial intelligence; Recurrent neural network; Electrical engineering; Engineering; Telecommunications; Physics","score_opus":0.008601557675810815,"score_gpt":0.25962813869773843,"score_spread":0.2510265810219276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3163979631","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":[0.06525679,0.3442328,0.14228518,0.045543406,0.0026018603,0.00007895685,0.00020370087,0.00064676785,0.3991506],"genre_scores_gemma":[0.7301551,0.16985515,0.053335074,0.0018162,0.002294106,0.00014925306,0.0001483992,0.0001231834,0.042123508],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9997893,0.000057581507,0.000005482487,0.000032160904,0.00008485577,0.000030580548],"domain_scores_gemma":[0.9997315,0.00015545219,0.000015233378,0.00002587509,0.000050249895,0.000021635804],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005303379,0.00034164076,0.00029681416,0.0005148199,0.00044030038,0.0013109666,0.0005188079,0.00143945,0.003949826],"category_scores_gemma":[0.00082518207,0.0002454577,0.00022029548,0.00037605793,0.0011902036,0.0021413737,0.0007445453,0.0014341924,0.00076238724],"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":[0.000045746376,0.00004464279,0.00030523876,0.00029758355,0.000013898192,0.00014544824,0.00010517267,0.008713531,0.005999978,0.91638124,0.008487231,0.059460275],"study_design_scores_gemma":[0.000021847884,0.000060361923,0.00040380433,0.00028643408,0.000010855312,0.0003092752,0.00013441421,0.08525833,0.00797877,0.7333514,0.17215003,0.000034485744],"about_ca_topic_score_codex":0.00037013635,"about_ca_topic_score_gemma":0.00026669927,"teacher_disagreement_score":0.003949826,"about_ca_system_score_codex":0.000671417,"about_ca_system_score_gemma":0.00047983413,"threshold_uncertainty_score":0.013213456},"labels":[],"label_agreement":null},{"id":"W3192678329","doi":"10.1080/23746149.2021.1908848","title":"Modeling of plasmonic properties of nanostructures for next generation solar cells and beyond","year":2021,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Quantum Dots Synthesis And Properties","field":"Materials Science","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada; Ministry of Science and Technology, Taiwan","keywords":"Plasmon; Plasmonic solar cell; Nanotechnology; Nanostructure; Ab initio; Density functional theory; Materials science; Photonics; Plasmonic nanoparticles; Nanoparticle; Optoelectronics; Solar cell; Physics; Chemistry; Polymer solar cell; Computational chemistry; Quantum mechanics","score_opus":0.04214691789722995,"score_gpt":0.2495204123961154,"score_spread":0.20737349449888542,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3192678329","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":[0.11083372,0.011217728,0.8067904,0.0039088572,0.00041918264,0.00015181108,0.0008495766,0.0008879769,0.064940795],"genre_scores_gemma":[0.8454908,0.009120607,0.13168877,0.0004845713,0.00016457678,0.00032907337,0.00057534827,0.00031056275,0.011835653],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99987674,0.00002589512,0.0000047392414,0.000020660358,0.00005654865,0.000015368414],"domain_scores_gemma":[0.99987733,0.000051028026,0.000012253805,0.000023226796,0.000026872372,0.000009322258],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025262544,0.0004041529,0.00051592913,0.00018913312,0.00032798023,0.00074609614,0.00086507923,0.0014087335,0.001085117],"category_scores_gemma":[0.00052528083,0.00030238242,0.0005717896,0.00022237375,0.00047727546,0.0010495005,0.00040385404,0.0007884082,0.0004779472],"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":[0.00002225428,0.00006301492,0.0006004841,0.00028604275,0.000033789536,0.00018568072,0.000108821376,0.8437592,0.04111081,0.097809836,0.0022059672,0.013814125],"study_design_scores_gemma":[0.0000036297822,0.000012218838,0.00019315354,0.000016741755,0.000004416457,0.000033325327,0.000015658743,0.9735918,0.002148576,0.01835908,0.0056139347,0.00000747494],"about_ca_topic_score_codex":0.0031847334,"about_ca_topic_score_gemma":0.0017304312,"teacher_disagreement_score":0.0031847334,"about_ca_system_score_codex":0.00086881424,"about_ca_system_score_gemma":0.00081599946,"threshold_uncertainty_score":0.0063323975},"labels":[],"label_agreement":null},{"id":"W4214565968","doi":"10.1080/23746149.2022.2043185","title":"Multi-responsive micro/nanogels for optical sensing","year":2022,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":9,"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":"National Natural Science Foundation of China","keywords":"Nanogel; Materials science; Nanotechnology; Self-healing hydrogels; Naked eye; Polymer; Rational design; Colloid; Biomolecule; Chemical engineering; Fluorescence; Drug delivery; Polymer chemistry; Optics; Composite material; Engineering","score_opus":0.015265289752466289,"score_gpt":0.28192580460272454,"score_spread":0.26666051485025827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4214565968","genre_codex":"review","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":[0.06890714,0.76333976,0.12992398,0.0013969518,0.0015807904,0.00041903596,0.00056135916,0.0010621106,0.03280891],"genre_scores_gemma":[0.35459247,0.48123613,0.13297096,0.0026291127,0.0007900584,0.00059800764,0.0007574787,0.00025016017,0.026175676],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99976045,0.000033452474,0.000015781497,0.000060897106,0.000099702476,0.000029663515],"domain_scores_gemma":[0.99993336,0.000022768989,0.000013908173,0.0000052431988,0.000016512473,0.0000080645],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003254799,0.00073288847,0.00046222625,0.0006261348,0.0001513812,0.00044064384,0.00043614578,0.00066917314,0.0017832334],"category_scores_gemma":[0.0002303916,0.00028107307,0.00038652113,0.00039262732,0.00029741836,0.0007808979,0.0005507074,0.0010697152,0.0012002558],"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":[0.000028854969,0.00005186871,0.00006315718,0.0020265237,0.000031668867,0.0001596409,0.000076009674,0.000638602,0.93542206,0.0055337152,0.0022043874,0.05376353],"study_design_scores_gemma":[0.000015525571,0.0002728594,0.00033312853,0.00023135779,0.00005314489,0.0006660452,0.000041251045,0.0033088461,0.8269482,0.0014661989,0.16660798,0.00005554329],"about_ca_topic_score_codex":0.00026120327,"about_ca_topic_score_gemma":0.0005325317,"teacher_disagreement_score":0.0017832334,"about_ca_system_score_codex":0.00040855553,"about_ca_system_score_gemma":0.00022717849,"threshold_uncertainty_score":0.0059654713},"labels":[],"label_agreement":null},{"id":"W4220975901","doi":"10.1080/23746149.2022.2032343","title":"Magnetoelectricity in two-dimensional materials","year":2022,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Multiferroics and related materials","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Perimeter Institute; University of Waterloo","funders":"Royal Society Te Apārangi","keywords":"Magnetic monopole; Condensed matter physics; Physics; Electric field; Magnetic field; Graphene; Semiconductor; Electrostatics; Theoretical physics; Engineering physics; Quantum mechanics","score_opus":0.009256918795919064,"score_gpt":0.2831027215425176,"score_spread":0.27384580274659853,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220975901","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21797039,0.39598888,0.1399572,0.004989872,0.0015929254,0.00009997237,0.0002798914,0.0005143004,0.23860653],"genre_scores_gemma":[0.8248996,0.10420544,0.05137875,0.00086024066,0.0004915913,0.00014967543,0.00016448792,0.000058632864,0.017791612],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9999244,0.000018045253,0.0000047434833,0.0000131433735,0.00002590149,0.000013805278],"domain_scores_gemma":[0.9999442,0.000035024193,0.000005084604,0.000005599191,0.0000052703317,0.000004743785],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015139102,0.00023229315,0.0003306485,0.00043905957,0.00034679027,0.001077246,0.00025169837,0.000578995,0.001274393],"category_scores_gemma":[0.00017808171,0.00017103106,0.0001948971,0.00027980414,0.0012060934,0.00094700657,0.0005963515,0.0005988936,0.00033038858],"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":[0.00001851216,0.000023122686,0.00010253689,0.0010648122,0.000010426913,0.00024165843,0.0002037543,0.0031610676,0.05009981,0.92032695,0.001362612,0.023384655],"study_design_scores_gemma":[0.000023080407,0.00013028926,0.00064825406,0.00028801346,0.000016227095,0.0014633421,0.00021152654,0.0132333655,0.044977125,0.73775166,0.20120138,0.000055749828],"about_ca_topic_score_codex":0.00011293137,"about_ca_topic_score_gemma":0.0001686206,"teacher_disagreement_score":0.001274393,"about_ca_system_score_codex":0.00031574682,"about_ca_system_score_gemma":0.00018388974,"threshold_uncertainty_score":0.0042633414},"labels":[],"label_agreement":null},{"id":"W4280497802","doi":"10.1080/23746149.2022.2067487","title":"Recent advances on time-stretch dispersive Fourier transform and its applications","year":2022,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Advanced Fiber Laser Technologies","field":"Physics and Astronomy","cited_by":68,"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":"Academy of Finland; H2020 European Research Council; Agence Nationale de la Recherche; European Regional Development Fund; Deutsche Forschungsgemeinschaft; European Commission; Labex EMC3","keywords":"Ultrashort pulse; Characterization (materials science); Fourier transform; Computer science; Metrology; Waveform; Laser; Optics; Physics; Telecommunications","score_opus":0.006456955374536817,"score_gpt":0.25753080101890835,"score_spread":0.2510738456443715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4280497802","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013846934,0.8423152,0.09431914,0.00365143,0.0016628137,0.00007122381,0.00029525688,0.00044931372,0.043388728],"genre_scores_gemma":[0.1128436,0.7574099,0.1073072,0.0017995137,0.00397729,0.00012325893,0.0005454939,0.00017784242,0.015815957],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99953294,0.000061484476,0.00003892769,0.000098321,0.00022916961,0.000039165112],"domain_scores_gemma":[0.99868935,0.00066387386,0.00012943894,0.00007361807,0.00037181927,0.0000719772],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001455855,0.00071904284,0.0005440475,0.0018540953,0.00026306996,0.0009771074,0.00070843654,0.0008256256,0.0054212944],"category_scores_gemma":[0.0015127064,0.00034133423,0.0004287893,0.002399454,0.0006765824,0.0018130098,0.00082792377,0.0014795519,0.0022239191],"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":[0.0002116835,0.00013219743,0.0011540779,0.003757329,0.00007762501,0.00037750087,0.0002855353,0.0023381403,0.07600667,0.040149853,0.015455638,0.86005384],"study_design_scores_gemma":[0.000023236249,0.00040044266,0.0018449476,0.00058325194,0.00012146359,0.0021303585,0.00020320271,0.012200787,0.07685817,0.017700855,0.88777614,0.00015718078],"about_ca_topic_score_codex":0.00071827683,"about_ca_topic_score_gemma":0.00057189236,"teacher_disagreement_score":0.0054212944,"about_ca_system_score_codex":0.00059368555,"about_ca_system_score_gemma":0.00072410464,"threshold_uncertainty_score":0.018135965},"labels":[],"label_agreement":null},{"id":"W4288051026","doi":"10.1080/23746149.2022.2097020","title":"Group III-V semiconductors as promising nonlinear integrated photonic platforms","year":2022,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Canada First Research Excellence Fund","keywords":"Photonics; Optoelectronics; Semiconductor; Materials science; Photonic integrated circuit; Photonic crystal; Waveguide; Ternary operation; Nonlinear optics; Resonator; Laser; Optics; Physics; Computer science","score_opus":0.007376778559581034,"score_gpt":0.23658310788597608,"score_spread":0.22920632932639506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4288051026","genre_codex":"review","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":[0.20958291,0.6443956,0.04083959,0.000845658,0.001090599,0.00021998039,0.00062741985,0.00037739065,0.10202084],"genre_scores_gemma":[0.5460524,0.39201435,0.043587953,0.0004895227,0.0002483532,0.00019463123,0.0007728341,0.000064876054,0.016575042],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9999237,0.00000939907,0.0000036374793,0.000015930582,0.000033839282,0.000013387775],"domain_scores_gemma":[0.99997604,0.000006833653,0.0000047370554,0.0000016888397,0.0000070302654,0.0000036770514],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011559802,0.00034626102,0.00023105882,0.00045270383,0.00015458534,0.0006375579,0.00030306325,0.0003447197,0.0009857457],"category_scores_gemma":[0.00009379624,0.0001780941,0.00022589741,0.0003735591,0.00013393702,0.00041185084,0.00028087778,0.00040977486,0.00073982036],"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":[0.00010041369,0.00012540763,0.000773626,0.0038092735,0.000090805624,0.0007674277,0.00016053746,0.00282868,0.72479814,0.04970393,0.004486919,0.21235481],"study_design_scores_gemma":[0.000028851453,0.00067157525,0.001510739,0.0005247498,0.00013070459,0.0014659986,0.00014961552,0.00465085,0.47743115,0.00926751,0.50412655,0.000041643674],"about_ca_topic_score_codex":0.0002615033,"about_ca_topic_score_gemma":0.0006366079,"teacher_disagreement_score":0.0009857457,"about_ca_system_score_codex":0.00026876124,"about_ca_system_score_gemma":0.00020529935,"threshold_uncertainty_score":0.003297627},"labels":[],"label_agreement":null},{"id":"W4367852601","doi":"10.1080/23746149.2023.2197623","title":"Atomic force microscopy and other scanning probe microscopy methods to study nanoscale domains in model lipid membranes","year":2023,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Lipid Membrane Structure and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"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":"Lipid raft; Membrane; Biological membrane; Microscopy; Atomic force microscopy; Biophysics; Cell membrane; Lipid bilayer; Transmembrane protein; Chemistry; Nanotechnology; Kelvin probe force microscope; Membrane biophysics; Force spectroscopy; Cell biology; Materials science; Biology; Biochemistry; Physics; Receptor","score_opus":0.013923756732514591,"score_gpt":0.35955202487340476,"score_spread":0.34562826814089015,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4367852601","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0863806,0.11792592,0.7403842,0.0036769619,0.0017441009,0.0006199012,0.0014850207,0.0023890776,0.045394227],"genre_scores_gemma":[0.28709564,0.08219627,0.59843713,0.0017122583,0.0005195839,0.0012940925,0.0011794852,0.00029147335,0.027274087],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996648,0.000045205612,0.000013678311,0.0000723157,0.0001747596,0.00002931235],"domain_scores_gemma":[0.99980015,0.00007402222,0.000026277101,0.000035980887,0.00005108076,0.000012509453],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005548288,0.00072483753,0.00050343777,0.001165471,0.00055399176,0.0004533944,0.00062763743,0.001421883,0.0024096372],"category_scores_gemma":[0.00043498055,0.00034737927,0.0006366185,0.00086861267,0.00048220396,0.0009726297,0.0005411833,0.0012922868,0.0012509915],"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":[0.00003094013,0.000069673144,0.0004941638,0.0008691499,0.000050956412,0.00024019073,0.00012604319,0.0012808371,0.9171151,0.011783859,0.0031945193,0.06474463],"study_design_scores_gemma":[0.00003698189,0.00025701633,0.0032297275,0.00020840231,0.0000980554,0.0014496489,0.00017554859,0.025751514,0.7504596,0.010575053,0.20767401,0.000084516556],"about_ca_topic_score_codex":0.0012636062,"about_ca_topic_score_gemma":0.0018269,"teacher_disagreement_score":0.0024096372,"about_ca_system_score_codex":0.0006020953,"about_ca_system_score_gemma":0.0004024528,"threshold_uncertainty_score":0.008061051},"labels":[],"label_agreement":null},{"id":"W4398182323","doi":"10.1080/23746149.2024.2352112","title":"Performance limits of information engines","year":2024,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada; Foundational Questions Institute; Silicon Valley Community Foundation","keywords":"Computer science; Environmental science","score_opus":0.005359421667175739,"score_gpt":0.2564015825821061,"score_spread":0.25104216091493037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4398182323","genre_codex":"review","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":[0.06471487,0.61499214,0.17789555,0.007966957,0.0023991133,0.00014862008,0.00043223138,0.0013807259,0.13006979],"genre_scores_gemma":[0.60800415,0.33893567,0.0313518,0.0024837526,0.0028164273,0.0003053558,0.00058824185,0.0005784364,0.014936202],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9978689,0.0003394069,0.0001514356,0.00042731222,0.00083708233,0.0003758024],"domain_scores_gemma":[0.9941527,0.0040566563,0.00039547618,0.00039331758,0.000848062,0.00015376737],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002438857,0.001226643,0.0013247064,0.0014338244,0.0008721108,0.0036149381,0.0023656173,0.0028086102,0.0059954543],"category_scores_gemma":[0.010223288,0.0008338991,0.0008328211,0.0013692987,0.0019724944,0.008745261,0.0023708753,0.0024988663,0.0029332081],"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":[0.00048167576,0.0002156335,0.0014521944,0.0062722485,0.00023838085,0.0005015243,0.00036924455,0.104698,0.028440487,0.56012195,0.013716811,0.28349185],"study_design_scores_gemma":[0.00008249292,0.0012436528,0.0015060173,0.0018068829,0.00029666894,0.0016273342,0.0002656321,0.17541683,0.065717,0.4188544,0.33279315,0.00038993979],"about_ca_topic_score_codex":0.0008647738,"about_ca_topic_score_gemma":0.00036982613,"teacher_disagreement_score":0.0059954543,"about_ca_system_score_codex":0.0021311035,"about_ca_system_score_gemma":0.0008476623,"threshold_uncertainty_score":0.020056784},"labels":[],"label_agreement":null},{"id":"W4403613807","doi":"10.1080/23746149.2024.2409070","title":"Simulating micromagnetism","year":2024,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Magnetic properties of thin films","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland; Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Micromagnetics; Computer science; Physics","score_opus":0.006763505431627049,"score_gpt":0.2608838776873839,"score_spread":0.25412037225575684,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403613807","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":[0.083021015,0.008161657,0.7772857,0.0031000408,0.0010496728,0.0003128666,0.0013804408,0.00299001,0.12269854],"genre_scores_gemma":[0.5909878,0.0077809026,0.36915582,0.00083604007,0.0005161019,0.00097569486,0.0018537458,0.0011812621,0.026712608],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998078,0.000075845135,0.000009606646,0.000028041191,0.0000528729,0.00002584212],"domain_scores_gemma":[0.99962485,0.00022530585,0.000026675563,0.000052944248,0.000037034435,0.00003307295],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030787132,0.0005451579,0.0006329981,0.0003781329,0.00048689405,0.0009924003,0.0012769841,0.0013854582,0.008178095],"category_scores_gemma":[0.0014019049,0.00034545027,0.0006175519,0.00040465174,0.00074235117,0.001136419,0.001199361,0.00082137063,0.0009954894],"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":[0.00004088314,0.000051726598,0.0008928055,0.0005509138,0.0000657464,0.00019255248,0.00026294022,0.7488646,0.008455163,0.20486961,0.0067758258,0.028977305],"study_design_scores_gemma":[0.000046170055,0.000029857769,0.0002393614,0.000070282855,0.000013346089,0.00010897765,0.000046623587,0.8618895,0.0024151949,0.08733876,0.047781225,0.000020794958],"about_ca_topic_score_codex":0.001713709,"about_ca_topic_score_gemma":0.0016229431,"teacher_disagreement_score":0.008178095,"about_ca_system_score_codex":0.0006090785,"about_ca_system_score_gemma":0.0005840476,"threshold_uncertainty_score":0.027358413},"labels":[],"label_agreement":null},{"id":"W4408719397","doi":"10.1080/23746149.2025.2476417","title":"Integrated topological photonics in one dimension","year":2025,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Topological Materials and Phenomena","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":"Concordia University","funders":"","keywords":"Dimension (graph theory); Photonics; Topology (electrical circuits); Computer science; Mathematics; Engineering; Physics; Optoelectronics; Pure mathematics; Electrical engineering","score_opus":0.012803034936113906,"score_gpt":0.27762752578893374,"score_spread":0.26482449085281984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408719397","genre_codex":"review","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":[0.11701727,0.3552637,0.2299654,0.003945009,0.0048524435,0.00013280076,0.0005806598,0.0020027137,0.28624],"genre_scores_gemma":[0.7176806,0.16045521,0.08850072,0.0013116751,0.0012000464,0.00017767912,0.00047256364,0.00017722455,0.030024292],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99982196,0.000024252911,0.00000955781,0.00003780209,0.000072926814,0.000033529268],"domain_scores_gemma":[0.99987066,0.000051795974,0.000015739466,0.000024936808,0.000025186593,0.000011716674],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020593022,0.00036012934,0.0004054648,0.0004913873,0.00025037647,0.0016368631,0.00062963617,0.00082006917,0.0044081183],"category_scores_gemma":[0.00036209213,0.00025564007,0.00030221755,0.00037872652,0.0006757717,0.0020256853,0.00087985385,0.00094798347,0.0008445841],"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":[0.000074347736,0.00008013968,0.00017957568,0.0018972682,0.000049391605,0.00023568427,0.00021675677,0.0037121898,0.083415166,0.76060355,0.0051330426,0.14440292],"study_design_scores_gemma":[0.000045467237,0.00041473767,0.0006718632,0.00059024815,0.00012215659,0.0013546457,0.00016755734,0.020453826,0.12619767,0.26550338,0.5843747,0.000103766426],"about_ca_topic_score_codex":0.00015729672,"about_ca_topic_score_gemma":0.0001893204,"teacher_disagreement_score":0.0044081183,"about_ca_system_score_codex":0.0006057965,"about_ca_system_score_gemma":0.0003149606,"threshold_uncertainty_score":0.014746606},"labels":[],"label_agreement":null},{"id":"W4414437180","doi":"10.1080/23746149.2025.2557918","title":"Spintronics and magnetic memory devices","year":2025,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Magnetic properties of thin films","field":"Physics and Astronomy","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":"Kootenay Association for Science & Technology","funders":"National Research Council of Science and Technology; National Research Foundation of Korea","keywords":"Spintronics; Magnetoresistive random-access memory; Magnetoresistance; Magnetic storage; Giant magnetoresistance; Non-volatile memory; Random access memory; Key (lock)","score_opus":0.003572383764457737,"score_gpt":0.23945734164259233,"score_spread":0.2358849578781346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414437180","genre_codex":"review","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":[0.007854272,0.8657916,0.016777389,0.008036983,0.0031778722,0.000057906112,0.00026234827,0.00018144384,0.097860195],"genre_scores_gemma":[0.13853157,0.7630745,0.016254649,0.004442986,0.005573098,0.0001309723,0.00038272448,0.00005038671,0.07155907],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99979013,0.000032016243,0.00001365965,0.000045056324,0.00009041459,0.00002862043],"domain_scores_gemma":[0.99990094,0.000038435843,0.000019429675,0.0000066656135,0.00002292097,0.000011645675],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001959895,0.00040910175,0.00041757143,0.00067833625,0.0005189815,0.0012143938,0.0004318939,0.0010214584,0.0054013636],"category_scores_gemma":[0.0003369276,0.00014073862,0.00020134867,0.0007297425,0.0009508432,0.0014739507,0.0005970252,0.0011079172,0.0015898773],"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":[0.00005000869,0.00006474803,0.00050813,0.0031427403,0.000040523497,0.00057792227,0.0002909248,0.0012145658,0.031486772,0.6414181,0.049839597,0.27136603],"study_design_scores_gemma":[0.000007772714,0.00007415683,0.00048233903,0.0004858912,0.0000164397,0.0008912935,0.00013730138,0.001094431,0.008162001,0.098463506,0.89016134,0.000023558596],"about_ca_topic_score_codex":0.0005098828,"about_ca_topic_score_gemma":0.00075618096,"teacher_disagreement_score":0.0054013636,"about_ca_system_score_codex":0.0005282145,"about_ca_system_score_gemma":0.0005254957,"threshold_uncertainty_score":0.018069386},"labels":[],"label_agreement":null}]}