{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"query_hash":"007a1cd6b0e2","filters":{"venue":"IOP SciNotes"}},"results":[{"id":"W3123062529","doi":"10.1088/2633-1357/abdbbb","title":"A novel dataset for analysing sub-national socioeconomic developments in the Indian coal industry","year":2021,"lang":"en","type":"article","venue":"IOP SciNotes","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":43,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Coal; Coal mining; Dependency (UML); Work (physics); Scale (ratio); Socioeconomic status; Unit (ring theory); Business; Geography; Natural resource economics; Economic growth; Economics; Engineering; Mathematics; Population; Sociology","retraction":null,"screen_n_in":null,"score":{"opus":0.03659556379550769,"gpt":0.2751890689757893,"spread":0.2385935051802816,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004125102,0.00009021407,0.00008320656,0.00002936031,0.0001528218,0.00005193716,0.0001970091,0.0001008447,0.0004120451],"category_scores_gemma":[0.00007296457,0.00007522154,0.00002736796,0.0001091364,0.00008846648,0.0002349207,0.00009925829,0.0001573915,0.0001385096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001869867,"about_ca_system_score_gemma":0.00004711859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001727071,"about_ca_topic_score_gemma":0.001179816,"domain_scores_codex":[0.9991755,0.00002930172,0.0001521227,0.0002217974,0.0001963595,0.0002249253],"domain_scores_gemma":[0.9996246,0.0001390265,0.00005051417,0.0001345572,0.000002315967,0.00004900531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000203191,0.0003748943,0.8445273,0.00001079692,0.00004873285,0.00002774866,0.001973756,0.09682623,0.03558766,0.0002452985,0.01704725,0.003310007],"study_design_scores_gemma":[0.0004110022,0.000008300614,0.9824376,0.000005960047,0.000008505825,0.00001698448,0.0002976151,0.000230288,0.006319097,0.0004205985,0.009703117,0.0001409844],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977353,0.00001044127,0.0001215985,0.001210187,0.00004096813,0.0000679193,0.0002994017,0.000003896329,0.0005102494],"genre_scores_gemma":[0.9951631,0.000003984677,0.001512396,0.002300462,0.00003771485,0.00001595016,0.0008891682,0.000006088849,0.00007117663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1379102,"threshold_uncertainty_score":0.4511605,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3041136627","doi":"10.1088/2633-1357/ab805d","title":"Predicting radiation treatment planning evaluation parameter using artificial intelligence and machine learning","year":2020,"lang":"en","type":"article","venue":"IOP SciNotes","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":26,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Princess Margaret Cancer Centre; Grand River Hospital; Toronto Metropolitan University; University Health Network; University of Toronto; University of Waterloo","funders":"","keywords":"Support vector machine; Mean squared error; Kriging; Machine learning; Artificial intelligence; Decision tree; Computer science; Regression; Linear regression; Regression analysis; Mathematics; Statistics; Algorithm","retraction":null,"screen_n_in":null,"score":{"opus":0.1080745294077915,"gpt":0.3581281893674213,"spread":0.2500536599596299,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001153911,0.0001047922,0.0001104738,0.00003365568,0.0001476707,0.00005251516,0.0000345083,0.00002127099,0.00006455487],"category_scores_gemma":[0.00004280872,0.00009587649,0.00002659089,0.0000908785,0.00002380188,0.0001603332,0.00001360908,0.00008944551,8.709933e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004564073,"about_ca_system_score_gemma":0.00002008136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001151208,"about_ca_topic_score_gemma":6.957421e-7,"domain_scores_codex":[0.9993564,0.00005942815,0.000153307,0.0001987754,0.0001118791,0.0001202389],"domain_scores_gemma":[0.9996563,0.0001167412,0.00009903465,0.00005530365,0.00002600207,0.00004667432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002121596,0.00001897757,0.2792272,0.000004108779,0.0000305313,5.555526e-7,0.002204495,0.07606687,0.01496189,0.0004726308,5.847023e-7,0.6269909],"study_design_scores_gemma":[0.0000786858,0.0001364698,0.0009062855,0.00001433757,0.00003184934,5.424203e-7,0.000154284,0.8919386,0.1041226,0.002438629,0.00008020386,0.00009750527],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5448229,0.0003141086,0.4544911,0.00008480784,0.00002141928,0.0001584128,0.000003393606,0.00005465352,0.0000491975],"genre_scores_gemma":[0.9761467,0.000005923623,0.02348691,0.00002814179,0.0002853453,0.00001420279,0.00001741858,0.0000135075,0.000001822215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8158717,"threshold_uncertainty_score":0.390973,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3194625966","doi":"10.1088/2633-1357/ac1f88","title":"An AI-assisted chatbot for radiation safety education in radiotherapy","year":2021,"lang":"en","type":"article","venue":"IOP SciNotes","topic":"AI in Service Interactions","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network; Toronto Metropolitan University","funders":"Canadian Institutes of Health Research","keywords":"Chatbot; Computer science; Workflow; IBM; Interface (matter); Laptop; The Internet; World Wide Web; Multimedia; Human–computer interaction; Operating system; Database","retraction":null,"screen_n_in":null,"score":{"opus":0.01474987578997787,"gpt":0.3384840845166305,"spread":0.3237342087266527,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001862577,0.0000923655,0.0001147623,0.0001353733,0.0001092953,0.0001950092,0.0003699615,0.00005993002,0.00004371697],"category_scores_gemma":[0.00006707987,0.00009980561,0.00004602784,0.000478201,0.00001238446,0.001076575,0.00002535539,0.00009018042,0.00001436389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000188088,"about_ca_system_score_gemma":0.0005402238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000155056,"about_ca_topic_score_gemma":0.0004591496,"domain_scores_codex":[0.9990431,0.00008392815,0.000227542,0.0003422815,0.0001277651,0.0001754007],"domain_scores_gemma":[0.9989583,0.0002006504,0.00007732944,0.0005068349,0.0001954689,0.00006143092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002698399,0.0006299665,0.007690933,0.00003192898,0.00001710448,0.00000354884,0.002709165,0.001343675,0.05201303,0.03586255,0.001697005,0.8979741],"study_design_scores_gemma":[0.001375548,0.0001977626,0.4716312,0.00009645674,0.00001248811,0.00007454678,0.000459727,0.3526214,0.06418508,0.0100108,0.09879001,0.0005449489],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1722165,0.0009521021,0.7954782,0.02749451,0.002534891,0.0004465304,0.00000990623,0.0002035274,0.0006638675],"genre_scores_gemma":[0.8838956,0.00005264987,0.1112627,0.004004979,0.0003269872,0.00007138225,0.00004868499,0.00001472295,0.0003222596],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8974292,"threshold_uncertainty_score":0.4069954,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3028685217","doi":"10.1088/2633-1357/ab8be0","title":"An Internet of Things app for monitor unit calculation in superficial and orthovoltage skin therapy","year":2020,"lang":"en","type":"article","venue":"IOP SciNotes","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network; Toronto Metropolitan University","funders":"","keywords":"Computer science; Smartphone app; Inverse; Internet of Things; Computer hardware; Embedded system; Human–computer interaction; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.01957935375646307,"gpt":0.3008785452743378,"spread":0.2812991915178747,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000646682,0.00008802311,0.0001418858,0.00003934922,0.00001900472,0.00001729949,0.00008524524,0.00003045108,0.00002662388],"category_scores_gemma":[0.000004600528,0.00007990686,0.0000299098,0.00008845769,0.00003682365,0.0002220907,0.00001038477,0.00006574829,1.710233e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005576409,"about_ca_system_score_gemma":0.00001102963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003548451,"about_ca_topic_score_gemma":0.000003622379,"domain_scores_codex":[0.9995198,0.00002008285,0.0001477191,0.000157051,0.00005706713,0.00009830167],"domain_scores_gemma":[0.9997463,0.00005283835,0.000055194,0.00007854932,0.00003087245,0.00003627954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002288393,0.0001218997,0.4795915,0.00002655639,0.000029487,5.246911e-7,0.01114515,0.000170059,0.2703326,0.005663252,0.00004028693,0.2326498],"study_design_scores_gemma":[0.00145307,0.0005937994,0.03700418,0.00003311302,0.000008106408,2.08628e-7,0.0004534017,0.05055906,0.9033681,0.00391515,0.002319145,0.0002926618],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8138874,0.00006886612,0.1856102,0.0001019313,0.00001543113,0.0002399425,0.0000113569,0.00003171037,0.0000332148],"genre_scores_gemma":[0.981284,0.00000423854,0.01840302,0.00008720377,0.0001586284,0.00002062226,0.00001747162,0.00001609564,0.000008761522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6330355,"threshold_uncertainty_score":0.3258507,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3121029705","doi":"10.1088/2633-1357/abd8e2","title":"Detection and impacts of tiling artifacts in MODIS burned area classification","year":2021,"lang":"en","type":"article","venue":"IOP SciNotes","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"National Science Foundation","keywords":"Tile; Moderate-resolution imaging spectroradiometer; Remote sensing; Boundary (topology); Geography; South asia; Environmental science; Meteorology; Physical geography; Cartography; Mathematics; Archaeology; Satellite; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.01807971031065473,"gpt":0.2330288495609047,"spread":0.21494913925025,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002447989,0.00006973005,0.0001113795,0.00003762061,0.00003357381,0.00002096613,0.00004636644,0.00005173322,0.00009186861],"category_scores_gemma":[0.0002568827,0.0000664147,0.00001798484,0.0002634976,0.00004633782,0.0001929307,0.00004394384,0.00006189824,0.00004184568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008925847,"about_ca_system_score_gemma":0.000008497014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008843752,"about_ca_topic_score_gemma":0.002677225,"domain_scores_codex":[0.9992786,0.00005983354,0.000169198,0.0002067968,0.0001482358,0.0001373314],"domain_scores_gemma":[0.9995972,0.0001104144,0.0000746462,0.0001564897,0.000008830018,0.00005244843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000007146768,0.00002597371,0.1463455,0.00001739637,0.000001586737,0.000003885833,0.0002446283,0.0002118849,0.8382934,0.000005682691,0.000004831513,0.01483808],"study_design_scores_gemma":[0.0001228383,0.0000209896,0.5773307,0.00002615779,0.000002901285,0.000006655738,0.00006117616,0.05059789,0.3716651,0.00009392817,0.0000212786,0.00005035021],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986778,0.0000634251,0.0001847743,0.0001079673,0.000069209,0.0001081746,0.0000014975,0.00001638827,0.0007707782],"genre_scores_gemma":[0.9997745,0.00001059522,0.0001493268,0.00001787785,0.00001021858,0.000005729498,0.0000016554,0.00000614634,0.00002398813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4666282,"threshold_uncertainty_score":0.2708313,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3080164741","doi":"10.1088/2633-1357/abb291","title":"Monitor unit calculation in electron therapy using Monte Carlo Simulation: a GUI for the phase-space field trimming","year":2020,"lang":"en","type":"article","venue":"IOP SciNotes","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; University of Toronto","funders":"","keywords":"Monte Carlo method; Trimming; Graphical user interface; Linear particle accelerator; Computer science; Field (mathematics); Phase space; Physics; Computational physics; Computational science; Algorithm; Mathematics; Optics; Statistics; Beam (structure)","retraction":null,"screen_n_in":null,"score":{"opus":0.06075546271395078,"gpt":0.3847872249411227,"spread":0.3240317622271719,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008228931,0.0001270995,0.0001463672,0.00003785432,0.000138564,0.00004209649,0.0001227733,0.00003753245,0.00002265875],"category_scores_gemma":[0.00002232422,0.000099627,0.00007300612,0.0002182073,0.00001750046,0.0001660743,0.00001091533,0.0001248526,3.138506e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002917468,"about_ca_system_score_gemma":0.00002971841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00029823,"about_ca_topic_score_gemma":0.000003940281,"domain_scores_codex":[0.9993284,0.0000307418,0.0001712922,0.0001838731,0.00009334539,0.0001923528],"domain_scores_gemma":[0.9992135,0.0004724197,0.00009000821,0.0001417866,0.00005089079,0.00003142352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005358023,0.0001060309,0.02211033,0.00001336105,0.00008975514,9.603654e-7,0.002872171,0.6562392,0.1443439,0.0008631938,0.0001246806,0.1727006],"study_design_scores_gemma":[0.001409711,0.0002029114,0.0002937003,0.0000155878,0.00001260276,1.103506e-7,0.0001090948,0.8190644,0.1697705,0.0003205107,0.008642322,0.0001585379],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5179094,0.0006092127,0.4796692,0.001150448,0.0000367743,0.000551026,0.000006468915,0.00004825192,0.00001927084],"genre_scores_gemma":[0.9909554,0.00001097975,0.00820618,0.0001977811,0.0005371438,0.00004555994,0.000003099648,0.00002326182,0.00002059225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.473046,"threshold_uncertainty_score":0.4062671,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}