{"meta":{"query_hash":"49a0e8cecebf","filters":{"venue":"FAIRsharing.org"},"cohort_total":27,"direct_labels_cover":2,"predictions_cover":27,"exported":27,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/49a0e8cecebf","api":"https://metacan.xera.ac/api/v1/cohort?venue=FAIRsharing.org"},"results":[{"id":"W6889176240","doi":"10.25504/fairsharing.41de90","title":"FAIRsharing record for: WHO Guidelines for good clinical practice (GCP) for trials on pharmaceutical products","year":2022,"lang":"en","type":"dataset","venue":"FAIRsharing.org","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Good clinical practice; Clinical Practice; Clinical trial; Good manufacturing practice; Good practice; Set (abstract data type); Pharmaceutical industry; Good laboratory practice; Alternative medicine","score_opus":0.34771768535315467,"score_gpt":0.4952829109576249,"score_spread":0.14756522560447022,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6889176240","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000099561175,0.001039337,0.071766555,0.0010719995,0.01131467,0.010583516,0.9032991,0.0007366595,0.0001782229],"genre_scores_gemma":[0.000018992172,0.0011227215,0.06861991,0.0007431208,0.009313197,0.00978284,0.90858984,0.0004924408,0.0013169479],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9926091,0.00029000168,0.0038141932,0.0017184386,0.0004953889,0.001072911],"domain_scores_gemma":[0.9886849,0.0067126537,0.001368018,0.0015178643,0.001432034,0.00028452533],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0075939805,0.0010226413,0.0023444078,0.00040655534,0.00041438837,0.00015927629,0.0011103933,0.0008382824,0.00045146825],"category_scores_gemma":[0.063829675,0.0010756387,0.0008389801,0.00039043344,0.000048045167,0.0005986748,0.00042532576,0.0012575885,0.00004487006],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010720536,0.0001765986,0.000010239592,0.0030373037,0.00063084374,0.0000059955705,0.000024904783,0.022171848,0.00004580362,0.00017309276,0.9688019,0.003849407],"study_design_scores_gemma":[0.0037125528,0.0006613884,0.0000021204332,0.00043965506,0.0010207026,0.000014390728,0.000099694465,0.015245772,0.00039732593,0.00008958057,0.97722775,0.0010890772],"about_ca_topic_score_codex":0.000025892221,"about_ca_topic_score_gemma":0.000040666564,"teacher_disagreement_score":0.056235697,"about_ca_system_score_codex":0.00057343906,"about_ca_system_score_gemma":0.00023397664,"threshold_uncertainty_score":0.9991694},"labels":[],"label_agreement":null},{"id":"W6908006414","doi":"10.25504/fairsharing.8b7a2f","title":"FAIRsharing record for: Fisheries and Oceans Canada Pacific Region Data Archive","year":2022,"lang":"en","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Arctic; Beaufort sea; Pacific ocean; Continental shelf; The arctic; Marine research; Data archive","score_opus":0.07765737325568293,"score_gpt":0.27037017371460376,"score_spread":0.1927128004589208,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6908006414","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0006223366,0.00051578257,0.000014801552,0.0003964805,0.0018673326,0.001535652,0.99414974,0.00032902087,0.0005688273],"genre_scores_gemma":[0.0005742042,0.00048501362,0.00022908743,0.00018789695,0.00070064573,0.0004203838,0.99527687,0.00044367785,0.0016822065],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99271154,0.0002461133,0.0011223815,0.0031508594,0.0012205119,0.0015485933],"domain_scores_gemma":[0.99177986,0.0006706246,0.0010554839,0.0058206078,0.00013980558,0.0005335899],"candidate_categories":["metaepi_narrow","open_science","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.00081428053,0.0013187025,0.0013735542,0.0005802899,0.0012238021,0.0003819903,0.0044967798,0.0003983575,0.0039161993],"category_scores_gemma":[0.001157013,0.0015149985,0.00017773324,0.00060576946,0.00030384137,0.00084244844,0.009405439,0.002183548,0.000109216344],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029082346,0.00006930043,0.007417304,0.0008459012,0.00034829945,0.0003736577,0.00015157474,0.0000038521025,0.0000114205295,0.000019411727,0.99017066,0.0002977923],"study_design_scores_gemma":[0.0008307922,0.00016209748,0.0015715897,0.00027576505,0.0004362732,0.00014281909,0.0013614066,0.00013727274,0.0000063308685,0.00012992746,0.99333614,0.0016095954],"about_ca_topic_score_codex":0.58386725,"about_ca_topic_score_gemma":0.9264187,"teacher_disagreement_score":0.34255147,"about_ca_system_score_codex":0.0012519667,"about_ca_system_score_gemma":0.0017446238,"threshold_uncertainty_score":0.9999564},"labels":[],"label_agreement":null},{"id":"W6908040303","doi":"10.25504/fairsharing.b3df6f","title":"FAIRsharing record for: Lunaris","year":2025,"lang":"en","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Multidisciplinary approach; Service (business); Interface (matter); Documentation; Data collection","score_opus":0.044017425877515205,"score_gpt":0.3272946767283657,"score_spread":0.2832772508508505,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6908040303","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00016245211,0.0005571824,0.00006696154,0.00017786221,0.0040230905,0.0023396737,0.98712766,0.00122316,0.004321927],"genre_scores_gemma":[0.0001329197,0.00016052186,0.0007257375,0.00042520097,0.0018725712,0.0014416988,0.9784099,0.000342658,0.01648882],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9917647,0.00016163343,0.0017588397,0.0029560397,0.001157028,0.0022017425],"domain_scores_gemma":[0.9925256,0.0006145698,0.00120695,0.004581001,0.0005539907,0.0005179015],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0012282436,0.0018608538,0.002100288,0.0018313405,0.00072515,0.00042938927,0.004092458,0.0018983143,0.00206625],"category_scores_gemma":[0.0020702733,0.002085092,0.0011153101,0.0014542345,0.00019876412,0.0005622652,0.0038905044,0.002703379,0.006835405],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024964433,0.00024490213,0.0016521543,0.0019295039,0.0006364007,0.000075187214,0.0000506305,0.000018888459,0.00007738469,0.00009625847,0.9944568,0.0005121909],"study_design_scores_gemma":[0.0015403297,0.00017616994,0.0004670005,0.001503449,0.0008924708,0.000015387935,0.00008078471,0.00010412071,0.00028133992,0.0002331461,0.99270856,0.0019972648],"about_ca_topic_score_codex":0.0029347606,"about_ca_topic_score_gemma":0.0035792566,"teacher_disagreement_score":0.012166893,"about_ca_system_score_codex":0.0014272226,"about_ca_system_score_gemma":0.00076562545,"threshold_uncertainty_score":0.99959743},"labels":[],"label_agreement":null},{"id":"W6908112345","doi":"10.25504/fairsharing.mtkkwk","title":"FAIRsharing record for: Coronavirus and MS Reporting Database","year":2018,"lang":"en","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Multiple sclerosis; Coronavirus disease 2019 (COVID-19); Coronavirus; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); MEDLINE; Pandemic","score_opus":0.15813814023634293,"score_gpt":0.37969005331484035,"score_spread":0.22155191307849742,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6908112345","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012111178,0.0005608265,0.0000445766,0.00003325779,0.0022450793,0.0019260192,0.98172855,0.00080363057,0.0005468559],"genre_scores_gemma":[0.0006241504,0.0001778642,0.002768279,0.00019012549,0.0031301694,0.00060509145,0.99098295,0.00062224496,0.00089912006],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9896266,0.00014319856,0.0036675467,0.0033841394,0.0011550923,0.0020234266],"domain_scores_gemma":[0.98717064,0.00044916102,0.0068177464,0.004263668,0.00055404485,0.00074474065],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.003804678,0.0016671498,0.002041163,0.0008736783,0.0009245765,0.00048399164,0.0018932957,0.0010998378,0.0013526931],"category_scores_gemma":[0.0075576985,0.0017961825,0.00047003254,0.0006309121,0.0004776003,0.0010459714,0.004582958,0.001891008,0.004406281],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029457817,0.00014353672,0.009726995,0.0013906098,0.00032729402,0.0002622068,0.00006896106,7.874259e-7,0.0011038046,0.000015828786,0.986125,0.0005404144],"study_design_scores_gemma":[0.0013588676,0.00028426308,0.0030288205,0.0015966794,0.0006756599,0.00026620884,0.00007751889,0.00008566828,0.00059760065,0.00011140876,0.9899236,0.001993693],"about_ca_topic_score_codex":0.0057646967,"about_ca_topic_score_gemma":0.0077224066,"teacher_disagreement_score":0.011487028,"about_ca_system_score_codex":0.000669118,"about_ca_system_score_gemma":0.00039022448,"threshold_uncertainty_score":0.99960756},"labels":[],"label_agreement":null},{"id":"W6926639550","doi":"10.25504/fairsharing.424cb8","title":"FAIRsharing record for: Better Outcomes Registry & Network","year":2022,"lang":"en","type":"dataset","venue":"FAIRsharing.org","topic":"Bacillus and Francisella bacterial research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Quality (philosophy); Medical record; Data quality; Data collection; Patient registry","score_opus":0.03308845319192238,"score_gpt":0.30332947116585973,"score_spread":0.27024101797393735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6926639550","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010571467,0.0006454507,0.000056777375,0.00031183637,0.0026651616,0.00086637854,0.9842386,0.000047459656,0.0005968519],"genre_scores_gemma":[0.0010113775,0.0005007167,0.00022706858,0.0008325511,0.0031657608,0.00057992147,0.9872818,0.0001238498,0.0062769298],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99643075,0.00009691735,0.00061606907,0.0012875269,0.00046938995,0.0010993253],"domain_scores_gemma":[0.99735236,0.00007081034,0.00035510154,0.0018436821,0.00013843358,0.00023960802],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006322847,0.00062980497,0.00071286666,0.00011021227,0.00048914703,0.00013216725,0.0015173585,0.00078329875,0.00751282],"category_scores_gemma":[0.0003692133,0.0006301166,0.0005508844,0.00017802871,0.00010751089,0.000008761319,0.002326519,0.0009075832,0.000098183176],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022932084,0.000065349785,0.0065756496,0.00024548348,0.0002677585,0.00002046496,0.0000055951755,0.000013998384,0.0017283966,0.0000063312964,0.98998237,0.0008592702],"study_design_scores_gemma":[0.0007078481,0.00031804564,0.002045142,0.000044133525,0.00008125161,0.000009304351,0.000013967406,0.00000375772,0.0003764173,0.000053537693,0.995629,0.0007175619],"about_ca_topic_score_codex":0.00033286418,"about_ca_topic_score_gemma":0.0005273622,"teacher_disagreement_score":0.009560089,"about_ca_system_score_codex":0.00010584053,"about_ca_system_score_gemma":0.00020982971,"threshold_uncertainty_score":0.999615},"labels":[],"label_agreement":null},{"id":"W6926640784","doi":"10.25504/fairsharing.e7e609","title":"FAIRsharing record for: FAIR* Reviews Ontology","year":2022,"lang":"en","type":"dataset","venue":"FAIRsharing.org","topic":"Streptococcal Infections and Treatments","field":"Medicine","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":"Sumitomo Precision Products (Canada)","funders":"","keywords":"Ontology; Scientific literature; Open Biomedical Ontologies; Subject (documents); Information system","score_opus":0.10726523789159373,"score_gpt":0.3781229969239672,"score_spread":0.2708577590323735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6926640784","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0008403374,0.0021916332,0.000028623186,0.0003107002,0.0023269702,0.0040743616,0.9874691,0.0002505483,0.0025077234],"genre_scores_gemma":[0.00015958429,0.0017220606,0.00032600397,0.0006101681,0.0007865636,0.004125051,0.98514616,0.00009453773,0.007029859],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99664956,0.00009433925,0.0009782442,0.0012005524,0.00032180396,0.00075552287],"domain_scores_gemma":[0.99724495,0.000172195,0.0005499076,0.0016100962,0.00011809024,0.000304775],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00036920168,0.00071725063,0.0015864568,0.00047778263,0.00045060695,0.000042804015,0.0004432533,0.00053688255,0.04948262],"category_scores_gemma":[0.00051461224,0.00065012963,0.00082566566,0.00039461566,0.00007743659,0.00011129882,0.0006867656,0.0012026004,0.00092649757],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013296238,0.00045485632,0.018518468,0.0008602411,0.00044748388,0.00012748275,0.000020329175,5.834629e-7,0.000015494139,0.00002655132,0.9752335,0.00416208],"study_design_scores_gemma":[0.0018679596,0.0009999614,0.0046522412,0.0003938529,0.0010388038,0.00015376841,0.000035478017,0.0000046094488,0.000032498276,0.000056390803,0.99025553,0.0005088863],"about_ca_topic_score_codex":0.0016454548,"about_ca_topic_score_gemma":0.0010832931,"teacher_disagreement_score":0.048556123,"about_ca_system_score_codex":0.0006995684,"about_ca_system_score_gemma":0.00019033824,"threshold_uncertainty_score":0.9998514},"labels":[],"label_agreement":null},{"id":"W6926654570","doi":"10.25504/fairsharing.027f17","title":"FAIRsharing record for: Alberta Geological Survey Open Data Portal","year":2022,"lang":"en","type":"dataset","venue":"FAIRsharing.org","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geological survey; Bedrock; Geologic map; Resource (disambiguation); Geographic information system; Regional geology","score_opus":0.20963967290243912,"score_gpt":0.3946889083938543,"score_spread":0.18504923549141516,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6926654570","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009181191,0.0001358477,0.0000064877327,0.00016085735,0.0017661892,0.0015370923,0.9856394,0.000088632645,0.0014842997],"genre_scores_gemma":[0.0015179579,0.00014191146,0.00021999763,0.0002030239,0.00048788873,0.0005583105,0.9905835,0.00009595436,0.0061914697],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99329793,0.00043094816,0.0010050682,0.002689353,0.0010988363,0.001477834],"domain_scores_gemma":[0.993139,0.0011958072,0.0005678879,0.004503065,0.0001708724,0.00042331385],"candidate_categories":["metaepi_narrow","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["open_science","insufficient_payload"],"category_scores_codex":[0.0056065107,0.0006905099,0.0011959986,0.00024885958,0.00078351895,0.0011102738,0.015480309,0.00048369466,0.18144633],"category_scores_gemma":[0.003113004,0.00063190074,0.00017822479,0.0003604431,0.00019329724,0.000968639,0.046295255,0.0012123407,0.0016030176],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018533246,0.0002485437,0.007870852,0.00019838064,0.00006611878,0.00011210134,0.000013973926,0.0000046539126,0.000114090355,0.000056126293,0.99093205,0.00019779157],"study_design_scores_gemma":[0.0006463562,0.00025174159,0.007605915,0.00007317146,0.00006355815,0.000022581411,0.00004497415,0.00006206801,0.000083334264,0.00007009536,0.99023825,0.00083796564],"about_ca_topic_score_codex":0.09265899,"about_ca_topic_score_gemma":0.0668515,"teacher_disagreement_score":0.17984332,"about_ca_system_score_codex":0.00016662163,"about_ca_system_score_gemma":0.0006375762,"threshold_uncertainty_score":0.9999267},"labels":[],"label_agreement":null},{"id":"W6945367327","doi":"10.25504/fairsharing.bac679","title":"FAIRsharing record for: Canadian Integrated Ocean Observing System Data Catalogue","year":2022,"lang":"en","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Ocean observations; Earth system science; Data sharing; Earth observation satellite; Earth observation; Selection (genetic algorithm); Data archive; Data access","score_opus":0.12017987762631747,"score_gpt":0.3020811123113687,"score_spread":0.1819012346850512,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6945367327","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00081213715,0.00053348596,0.000009695194,0.00010310328,0.0052339765,0.0030836181,0.98829055,0.0014490377,0.00048442194],"genre_scores_gemma":[0.0033064994,0.0000405356,0.0002974154,0.00022546625,0.0012161111,0.000569917,0.992452,0.0010282788,0.00086377276],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9878667,0.0004571283,0.0022488239,0.0045911768,0.0015053696,0.0033307928],"domain_scores_gemma":[0.9839173,0.00045158435,0.0016158958,0.011750247,0.00054150354,0.0017234966],"candidate_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.0033494432,0.002188545,0.0023412965,0.0026488837,0.0022221834,0.00078837347,0.015342146,0.0013189999,0.009431918],"category_scores_gemma":[0.0021936733,0.0025267994,0.0005011519,0.0023487823,0.00017370656,0.0013710082,0.011123302,0.0042164964,0.0044697914],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011109123,0.00008500962,0.0029732268,0.0024884113,0.0006804629,0.00065334723,0.00012525586,0.0000518826,0.000017964936,0.000052328523,0.992652,0.00010900148],"study_design_scores_gemma":[0.0010159247,0.00013278345,0.0004899995,0.0014768399,0.0008711099,0.00017595895,0.0021230574,0.0014089043,0.000015598496,0.000008260644,0.98975444,0.0025271256],"about_ca_topic_score_codex":0.8538042,"about_ca_topic_score_gemma":0.934899,"teacher_disagreement_score":0.081094794,"about_ca_system_score_codex":0.0102771735,"about_ca_system_score_gemma":0.00414436,"threshold_uncertainty_score":0.99997747},"labels":[],"label_agreement":null},{"id":"W6945621737","doi":"10.25504/fairsharing.802704","title":"FAIRsharing record for: Canadian VirusSeq Data Portal","year":2022,"lang":"en","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Sequence (biology); Data collection; Audit","score_opus":0.12299400258664209,"score_gpt":0.33334479280525514,"score_spread":0.21035079021861305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6945621737","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00027640196,0.00041982663,0.0000020455534,0.00014823287,0.0028368144,0.0022609173,0.9888578,0.0006367753,0.0045612054],"genre_scores_gemma":[0.00042903068,0.000094192335,0.00019216172,0.00061406847,0.0018408375,0.0009840803,0.99132806,0.0008319042,0.003685655],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.989292,0.0001826722,0.0017067518,0.004125284,0.0016265011,0.003066767],"domain_scores_gemma":[0.9861537,0.00028129987,0.001239529,0.01040198,0.0002371574,0.0016863182],"candidate_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","insufficient_payload"],"category_scores_codex":[0.0022457424,0.0017520593,0.0017200058,0.002274766,0.0017043931,0.0005030087,0.0114891,0.001082775,0.15125692],"category_scores_gemma":[0.0015969035,0.0021483616,0.0005160884,0.0010812364,0.00019071922,0.0012713152,0.00977414,0.0035013063,0.009349821],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011034867,0.00012874411,0.0019949998,0.00036762634,0.0005500491,0.0008187931,0.000056371395,0.000014391967,0.000022814003,0.00003426184,0.9956741,0.00022752924],"study_design_scores_gemma":[0.0009702866,0.00015799752,0.000745071,0.00019114258,0.00068818504,0.000120399505,0.00025551906,0.0001135482,0.000017255616,0.000048432095,0.9943462,0.0023459687],"about_ca_topic_score_codex":0.61950594,"about_ca_topic_score_gemma":0.9382067,"teacher_disagreement_score":0.31870076,"about_ca_system_score_codex":0.0025882656,"about_ca_system_score_gemma":0.0034678872,"threshold_uncertainty_score":0.9995952},"labels":[],"label_agreement":null},{"id":"W6964100610","doi":"10.25504/fairsharing.ea287c","title":"FAIRsharing record for: Canadian Disaster Database","year":2022,"lang":"en","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Disaster research; Information system; Emergency management; Disaster recovery","score_opus":0.0642383614762154,"score_gpt":0.30425015088355456,"score_spread":0.24001178940733917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6964100610","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005740048,0.00026748684,0.0000072578696,0.00018493671,0.0038437413,0.0023627921,0.99052966,0.0004896005,0.0017405429],"genre_scores_gemma":[0.00027148038,0.000054175518,0.00025424594,0.00077566406,0.0015189062,0.0021409446,0.990541,0.0007838256,0.0036597627],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9911782,0.00022573564,0.0013810021,0.0029244677,0.001342346,0.0029482276],"domain_scores_gemma":[0.99181217,0.00031987252,0.00087246695,0.0050614714,0.00023330541,0.0017007383],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0014324728,0.001661961,0.0014903008,0.0022162802,0.0015281411,0.00042753742,0.0043670028,0.0007699269,0.12845418],"category_scores_gemma":[0.0010564125,0.0019585793,0.00068424834,0.0011593049,0.00018191367,0.0008894741,0.0039815977,0.003030691,0.014250315],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015032805,0.00013319441,0.0019071,0.00068955676,0.00033730752,0.00037623182,0.00013795862,0.000011236153,0.000053409698,0.000045091765,0.99596065,0.00019791824],"study_design_scores_gemma":[0.00117041,0.00016117805,0.0004450324,0.00031316068,0.00051508885,0.000054601078,0.00036896023,0.000045244848,0.000027055974,0.000047788548,0.9946644,0.002187109],"about_ca_topic_score_codex":0.45130816,"about_ca_topic_score_gemma":0.86196053,"teacher_disagreement_score":0.41065237,"about_ca_system_score_codex":0.0038741312,"about_ca_system_score_gemma":0.001748026,"threshold_uncertainty_score":0.9999498},"labels":[],"label_agreement":null},{"id":"W7108205655","doi":"10.25504/fairsharing.404b6c","title":"FAIRsharing record for: Canadian Watershed Information Network","year":2025,"lang":"","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Watershed; Interoperability; Geographic information system; Information sharing; Information system; Spatial analysis","score_opus":0.025258937776557966,"score_gpt":0.2643701847435108,"score_spread":0.23911124696695285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108205655","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0007889298,0.00043409766,0.00021397726,0.00066405704,0.011449241,0.007817728,0.96939224,0.00078902364,0.008450722],"genre_scores_gemma":[0.0067469394,0.00035341256,0.0011792032,0.0019654725,0.0040425425,0.0022494495,0.97839856,0.00042325823,0.0046411674],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9816324,0.00042748972,0.0053025875,0.0031842024,0.0018144203,0.007638915],"domain_scores_gemma":[0.9852748,0.0006179995,0.0030186265,0.00608182,0.0018827004,0.0031240887],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0038013172,0.0038138106,0.0035325238,0.005238936,0.00407106,0.002464505,0.00648792,0.0040767,0.003864742],"category_scores_gemma":[0.0025667064,0.0046167527,0.0016254053,0.004207975,0.00039549847,0.005520059,0.003999186,0.004672085,0.02066912],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0007466261,0.00010805412,0.008150024,0.0036490685,0.0014214665,0.000060675633,0.0006599686,0.0018524586,0.0000104029905,0.00038497883,0.980825,0.0021312826],"study_design_scores_gemma":[0.0034127464,0.00038869496,0.002815982,0.0040127807,0.0016628158,0.000028292932,0.00048878114,0.003100563,0.0000839422,0.00024827349,0.97948766,0.004269471],"about_ca_topic_score_codex":0.36760634,"about_ca_topic_score_gemma":0.7362583,"teacher_disagreement_score":0.36865202,"about_ca_system_score_codex":0.009646841,"about_ca_system_score_gemma":0.006910111,"threshold_uncertainty_score":0.9988875},"labels":[],"label_agreement":null},{"id":"W7108206453","doi":"10.25504/fairsharing.c12e1f","title":"FAIRsharing record for: CANUE Data Portal","year":2025,"lang":"","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Environmental data; Human health; Socioeconomic status; Health data; Data collection; Urban area","score_opus":0.10930819793845793,"score_gpt":0.36049401177852947,"score_spread":0.25118581384007155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108206453","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0008635053,0.0024578061,0.00018331804,0.00035832898,0.0138153015,0.0071395664,0.9682261,0.0012307373,0.0057253474],"genre_scores_gemma":[0.0026981442,0.001015814,0.0018347237,0.0005656055,0.0060514337,0.0014947231,0.9617468,0.0011383718,0.023454346],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9707012,0.00055832166,0.0063924636,0.012454423,0.0033153687,0.006578188],"domain_scores_gemma":[0.96103907,0.0015080267,0.0048229275,0.029091638,0.0014954114,0.0020429287],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.0053213453,0.0056451,0.0058891554,0.0037303467,0.0026764337,0.0018821645,0.027717328,0.004264508,0.0077171777],"category_scores_gemma":[0.0085333865,0.0070123416,0.0017459685,0.0031601973,0.00095928245,0.003912652,0.047575653,0.0075086695,0.011721401],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011108094,0.00115859,0.009109798,0.0061367736,0.0033479694,0.0008513367,0.0001946197,0.0000385289,0.00026245826,0.00018772561,0.9754252,0.0021762028],"study_design_scores_gemma":[0.0046972004,0.0005179643,0.0019441233,0.0061117015,0.005073737,0.00015723021,0.0005912015,0.002230018,0.00030077074,0.0001285021,0.97208536,0.0061622057],"about_ca_topic_score_codex":0.012115724,"about_ca_topic_score_gemma":0.045225848,"teacher_disagreement_score":0.033110123,"about_ca_system_score_codex":0.0026393353,"about_ca_system_score_gemma":0.0063759,"threshold_uncertainty_score":0.99981815},"labels":[],"label_agreement":null},{"id":"W7108211530","doi":"10.25504/fairsharing.315ed5","title":"FAIRsharing record for: National Forestry Database","year":2025,"lang":"","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"National forest; Principal (computer security); Forest management; National database; Information system; Data management","score_opus":0.0697100946501172,"score_gpt":0.34802508573918156,"score_spread":0.2783149910890644,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108211530","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001167678,0.0011439611,0.0005414351,0.00029002342,0.007788919,0.0057964064,0.9751889,0.00097242673,0.0071102628],"genre_scores_gemma":[0.0023672506,0.00038262256,0.0041248933,0.0008127416,0.0056462875,0.0034353514,0.96484673,0.000766132,0.017618004],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.977682,0.00047012346,0.004959318,0.0073990845,0.004731262,0.004758239],"domain_scores_gemma":[0.9819105,0.0025389353,0.003585955,0.0071671316,0.0032484583,0.0015489777],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.004606622,0.0043979418,0.003756343,0.0044418685,0.0026434253,0.0012820496,0.008981525,0.0033462138,0.009886898],"category_scores_gemma":[0.010687252,0.005503807,0.0022248493,0.003693362,0.00080641743,0.0030244025,0.013479698,0.0062986934,0.011977725],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0015807133,0.0013872881,0.0075815,0.008428973,0.0020720575,0.00018971815,0.000086058084,0.00008034051,0.0006036226,0.0019132511,0.97564507,0.0004314287],"study_design_scores_gemma":[0.0056224014,0.00041315597,0.0021108638,0.006701077,0.0016967626,0.00007622374,0.00022373306,0.0021477384,0.000896088,0.0011394887,0.97425336,0.004719099],"about_ca_topic_score_codex":0.0009103839,"about_ca_topic_score_gemma":0.0047167083,"teacher_disagreement_score":0.010507741,"about_ca_system_score_codex":0.0050821584,"about_ca_system_score_gemma":0.006319203,"threshold_uncertainty_score":0.9997547},"labels":[],"label_agreement":null},{"id":"W7108212262","doi":"10.25504/fairsharing.f711e5","title":"FAIRsharing record for: CanPath Portal","year":2025,"lang":"","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"General partnership; Epidemiology; Public health; Data collection; Health data","score_opus":0.04065157103187518,"score_gpt":0.31624415401300365,"score_spread":0.2755925829811285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108212262","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0034774179,0.0018402669,0.00013378369,0.00023970714,0.013254096,0.0073528276,0.962076,0.0014495746,0.010176322],"genre_scores_gemma":[0.009419341,0.0007349112,0.0011752264,0.00057481043,0.0049424213,0.0030455487,0.9487112,0.0011536787,0.030242853],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.97455025,0.0004971968,0.006173011,0.008729011,0.0031695517,0.0068809786],"domain_scores_gemma":[0.97989714,0.0012018174,0.0047461516,0.010118933,0.0018694752,0.0021665036],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.0035526198,0.0058556865,0.006001642,0.004379995,0.002660608,0.0014090834,0.0094977245,0.004615366,0.009024338],"category_scores_gemma":[0.004701589,0.0071968827,0.003439912,0.0032159826,0.00083025993,0.0018906262,0.011430448,0.0071693836,0.01211038],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012652044,0.0012312765,0.013737494,0.006119544,0.0026668326,0.00089581567,0.00037057127,0.00006530443,0.00042553362,0.00043413535,0.97140366,0.0013846405],"study_design_scores_gemma":[0.005228619,0.00092535745,0.0026171037,0.0065054703,0.00387506,0.00014260404,0.0007408799,0.0006842989,0.0008449798,0.00022666264,0.9718178,0.006391197],"about_ca_topic_score_codex":0.0076201363,"about_ca_topic_score_gemma":0.02204936,"teacher_disagreement_score":0.02006653,"about_ca_system_score_codex":0.0038524207,"about_ca_system_score_gemma":0.0052401014,"threshold_uncertainty_score":0.9999716},"labels":[],"label_agreement":null},{"id":"W7108213479","doi":"10.25504/fairsharing.e8f037","title":"FAIRsharing record for: CITF DATA PORTAL","year":2025,"lang":"","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Task (project management); Task force; Data access; Public access; Track (disk drive); Public health; Data sharing","score_opus":0.11756818024426903,"score_gpt":0.36332216462741335,"score_spread":0.24575398438314433,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108213479","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0008552448,0.002484947,0.00024433655,0.00034981646,0.013352236,0.007434451,0.96643627,0.0015227409,0.007319958],"genre_scores_gemma":[0.002662291,0.0011860381,0.0023455413,0.00057963876,0.0062468527,0.0014293113,0.96331424,0.0012319421,0.02100416],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.96860147,0.0005779239,0.006969555,0.013403133,0.003644989,0.0068029384],"domain_scores_gemma":[0.9583204,0.0017370601,0.005183718,0.031185592,0.0015446007,0.0020286408],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.0059966915,0.0060117575,0.00624009,0.004191784,0.0027060413,0.0020645272,0.030042762,0.004648915,0.010542457],"category_scores_gemma":[0.009367009,0.007415234,0.0020481916,0.0035503253,0.0010004009,0.0045236736,0.054535672,0.007846793,0.01669174],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012984353,0.001412115,0.008355448,0.0064502633,0.0036972987,0.0007598692,0.0001669837,0.000022848286,0.00030143425,0.00026802163,0.9752006,0.0020666844],"study_design_scores_gemma":[0.0052660736,0.0005985818,0.0019260404,0.0065340335,0.005327889,0.00015073978,0.0005776101,0.0020400318,0.00024262855,0.00020483007,0.9705904,0.0065411385],"about_ca_topic_score_codex":0.0034189662,"about_ca_topic_score_gemma":0.012224758,"teacher_disagreement_score":0.024492912,"about_ca_system_score_codex":0.002123678,"about_ca_system_score_gemma":0.004563535,"threshold_uncertainty_score":0.99897754},"labels":[],"label_agreement":null},{"id":"W7108213549","doi":"10.25504/fairsharing.e1e2d1","title":"FAIRsharing record for: BioChem database","year":2025,"lang":"","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Marine fisheries; Data collection; Research data; Data source","score_opus":0.05784035114619293,"score_gpt":0.3336562620587494,"score_spread":0.2758159109125564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108213549","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018212164,0.003301337,0.0006123255,0.00035470744,0.010292727,0.007859633,0.9714566,0.0015502424,0.0027512426],"genre_scores_gemma":[0.0017215752,0.001567204,0.004058614,0.0007304634,0.0047892607,0.0032780678,0.96890914,0.0011406929,0.013804976],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9738095,0.0005878487,0.0058288146,0.010112355,0.0030160581,0.006645441],"domain_scores_gemma":[0.9744235,0.0019510167,0.0041510803,0.015431227,0.0018641503,0.0021789747],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.0044802795,0.00605459,0.005592746,0.00497445,0.0027112965,0.0015649489,0.012057208,0.004085774,0.0064701894],"category_scores_gemma":[0.008232176,0.0074536866,0.0029172264,0.0052629,0.0010009866,0.002478514,0.020865155,0.007119711,0.022157826],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018893831,0.0017196153,0.00467624,0.011746537,0.002581257,0.0003513854,0.00016979793,0.000018191591,0.004129597,0.00035051483,0.9709448,0.0014226655],"study_design_scores_gemma":[0.006193749,0.0006471392,0.00051788875,0.010700905,0.004049621,0.000062188046,0.0005094819,0.0008389701,0.010961619,0.00017927137,0.95875674,0.006582435],"about_ca_topic_score_codex":0.0030755051,"about_ca_topic_score_gemma":0.0035260376,"teacher_disagreement_score":0.015687635,"about_ca_system_score_codex":0.003908596,"about_ca_system_score_gemma":0.0034042338,"threshold_uncertainty_score":0.99991524},"labels":[],"label_agreement":null},{"id":"W7108213874","doi":"10.25504/fairsharing.dc1f07","title":"FAIRsharing record for: Good Machine Learning Practice for Medical Device Development","year":2025,"lang":"","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Agency (philosophy); Medical device; Medical practice; Health care; Food and drug administration; Regulatory agency; Medical record","score_opus":0.04618645610084761,"score_gpt":0.352321359727693,"score_spread":0.3061349036268454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108213874","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00064577407,0.0050088465,0.00839847,0.0024404037,0.00780226,0.013718065,0.9569009,0.0017621826,0.003323131],"genre_scores_gemma":[0.001157396,0.001244369,0.039701805,0.0016399063,0.0031409313,0.008044583,0.9312382,0.0011832344,0.012649591],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.97275525,0.0013561959,0.007426782,0.0075985566,0.0047954037,0.0060678255],"domain_scores_gemma":[0.96918535,0.013874571,0.0064405743,0.004227102,0.0036180066,0.0026543937],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.016406225,0.0048780576,0.0051877648,0.0029459002,0.004957632,0.0013722016,0.008460133,0.0050027994,0.0034643628],"category_scores_gemma":[0.09158345,0.005712846,0.0018341241,0.0031654965,0.0004816846,0.0025217806,0.011708643,0.010683726,0.004793209],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.006693845,0.003857329,0.0062031266,0.018992916,0.007784737,0.00040746696,0.0013704217,0.00019941748,0.00012891908,0.0006549818,0.9325384,0.02116843],"study_design_scores_gemma":[0.009916014,0.0013233445,0.00023411699,0.010073573,0.0042889193,0.00022897556,0.0012966217,0.00734501,0.00073034887,0.000049922066,0.9592182,0.0052949223],"about_ca_topic_score_codex":0.00166932,"about_ca_topic_score_gemma":0.010089918,"teacher_disagreement_score":0.07517722,"about_ca_system_score_codex":0.0054930844,"about_ca_system_score_gemma":0.01106805,"threshold_uncertainty_score":0.9996645},"labels":[],"label_agreement":null},{"id":"W7108215335","doi":"10.25504/fairsharing.e1eb50","title":"FAIRsharing record for: Burnaby's Open Data Portal","year":2025,"lang":"","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Open data; Check-in; Open government; Range (aeronautics); Open source; Open standard","score_opus":0.16708865644286439,"score_gpt":0.40264336739972045,"score_spread":0.23555471095685607,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108215335","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00041972834,0.0019982788,0.00018382011,0.0005680687,0.0113417255,0.0141895255,0.95346117,0.0009181964,0.016919473],"genre_scores_gemma":[0.0016940014,0.0012475397,0.003622804,0.00076547195,0.00480818,0.0024298574,0.94949263,0.0012824017,0.034657132],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9667905,0.00077284337,0.007630729,0.014653977,0.0034019367,0.0067500146],"domain_scores_gemma":[0.95339763,0.0015678273,0.0064751934,0.034570996,0.00173813,0.0022501983],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.00930402,0.0060755447,0.0073825,0.0034308247,0.0035380041,0.006796111,0.077921316,0.0042349687,0.01422063],"category_scores_gemma":[0.00930177,0.0072652427,0.0016586117,0.0036288449,0.0009215123,0.009380021,0.19747843,0.007965903,0.0143552385],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021439327,0.0018265663,0.0060824705,0.0046285163,0.004313561,0.0010433042,0.00018016118,0.000031715444,0.00018675168,0.00042176072,0.9762779,0.0028633615],"study_design_scores_gemma":[0.007891913,0.00075415435,0.0012517862,0.008300977,0.005217747,0.00019864916,0.0008121189,0.0017006764,0.00024297286,0.00035100672,0.9663706,0.006907399],"about_ca_topic_score_codex":0.011894269,"about_ca_topic_score_gemma":0.022009207,"teacher_disagreement_score":0.119557105,"about_ca_system_score_codex":0.0024097862,"about_ca_system_score_gemma":0.006541464,"threshold_uncertainty_score":0.99909055},"labels":[{"model":"gemma","categories":["open_science"],"domain":null,"study_design":"not_applicable","genre":"dataset","about_ca_system":false,"about_ca_topic":true,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"dataset","about_ca_system":false,"about_ca_topic":true,"confidence":"high"}],"label_agreement":"split"},{"id":"W7108218332","doi":"10.25504/fairsharing.bb2d92","title":"FAIRsharing record for: British Columbia Data Catalogue","year":2025,"lang":"","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Publication; Public sector; Web site; Public access","score_opus":0.07781463831934764,"score_gpt":0.3219885897298507,"score_spread":0.24417395141050308,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108218332","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0023253786,0.0035923691,0.00014471298,0.00014584968,0.011792468,0.00934172,0.9696134,0.0015997379,0.001444375],"genre_scores_gemma":[0.0019052959,0.0021427353,0.0018949725,0.0005862144,0.004617416,0.0023252966,0.94901526,0.0012854569,0.036227327],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9683383,0.00074590615,0.0066114394,0.014179698,0.003179225,0.0069454308],"domain_scores_gemma":[0.9622394,0.0018642627,0.0043419604,0.027533188,0.0019409996,0.0020802282],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.0057448205,0.0038613735,0.0064145443,0.001540104,0.0044758967,0.011646049,0.03121432,0.0049594003,0.008835681],"category_scores_gemma":[0.011623806,0.007889507,0.0017540179,0.0045115696,0.0013885328,0.00477024,0.056052312,0.0075721205,0.010022336],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038202704,0.0015732773,0.024740977,0.008383093,0.0028582714,0.0010218463,0.00008960781,0.00001265514,0.000067455454,0.000011418456,0.95580906,0.005050301],"study_design_scores_gemma":[0.0059293956,0.00053203,0.007885579,0.012416128,0.0045612976,0.00039965427,0.00037302304,0.001149487,0.000030318572,0.00020291335,0.9597444,0.006775762],"about_ca_topic_score_codex":0.48348403,"about_ca_topic_score_gemma":0.9070737,"teacher_disagreement_score":0.42358965,"about_ca_system_score_codex":0.0035549912,"about_ca_system_score_gemma":0.0047821812,"threshold_uncertainty_score":0.99741054},"labels":[],"label_agreement":null},{"id":"W7108218962","doi":"10.25504/fairsharing.7041ab","title":"FAIRsharing record for: Pacific Climate Impacts Consortium Data Portal","year":2025,"lang":"","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Climate change; National weather service; Climate model; Pacific ocean; Climate system; Download","score_opus":0.08113175826975973,"score_gpt":0.34990326200363664,"score_spread":0.2687715037338769,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108218962","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003011842,0.0029515245,0.000079849335,0.00031470784,0.01248183,0.008692703,0.96320784,0.0017721795,0.00748755],"genre_scores_gemma":[0.026166717,0.00479,0.0010288892,0.00034145426,0.0037237357,0.0011733996,0.95716393,0.0013845395,0.0042273058],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9634629,0.00082408893,0.008702357,0.013177208,0.0035757204,0.010257728],"domain_scores_gemma":[0.9561507,0.0021251033,0.007633442,0.029251263,0.0017495406,0.0030899395],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.008505799,0.006898984,0.007408885,0.004441696,0.0034290443,0.0030448507,0.021081971,0.0047423122,0.006899337],"category_scores_gemma":[0.009738824,0.008162273,0.0022510993,0.003507755,0.0015044987,0.0054864003,0.042604398,0.007855811,0.015881788],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0026703435,0.0015748306,0.027715305,0.011168781,0.0035727583,0.0011274033,0.00024598435,0.000030748317,0.0007940808,0.0002067498,0.95014703,0.0007459532],"study_design_scores_gemma":[0.006462792,0.0008333189,0.0035988681,0.008976676,0.006231218,0.00030510713,0.0017599583,0.0023392823,0.00047691495,0.00008776214,0.96159106,0.0073370137],"about_ca_topic_score_codex":0.001689179,"about_ca_topic_score_gemma":0.007488637,"teacher_disagreement_score":0.024116438,"about_ca_system_score_codex":0.002380832,"about_ca_system_score_gemma":0.004996473,"threshold_uncertainty_score":0.99860257},"labels":[],"label_agreement":null},{"id":"W7108221972","doi":"10.25504/fairsharing.4727a4","title":"FAIRsharing record for: Canadian Coast Guard - e-Navigation Portal","year":2025,"lang":"","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coast guard; Nautical mile; Marine safety; Guard (computer science); Maritime safety","score_opus":0.03419281077533253,"score_gpt":0.29938871541123485,"score_spread":0.2651959046359023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108221972","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007926734,0.0006908673,0.00006971058,0.00045768014,0.010424614,0.007133991,0.96660274,0.00077220117,0.0059214784],"genre_scores_gemma":[0.044430844,0.00023128242,0.00066101894,0.00060185906,0.003437477,0.0020692705,0.93777704,0.0008707009,0.009920497],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.97869366,0.00048173883,0.00520254,0.006556939,0.0024865142,0.006578606],"domain_scores_gemma":[0.9828533,0.0006919711,0.0035499965,0.006948343,0.0021553393,0.0038010506],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0033648917,0.0044903415,0.0041365665,0.0054803533,0.0038181534,0.001645862,0.0065222923,0.004452202,0.005465578],"category_scores_gemma":[0.0028485858,0.005949844,0.0021500606,0.0032739895,0.0006636355,0.002189632,0.0037503908,0.005982391,0.009982302],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0005118265,0.00038695382,0.020933494,0.0036073036,0.0016739687,0.0008229391,0.00049829023,0.000119524295,0.00021554262,0.00030657102,0.96936494,0.0015586267],"study_design_scores_gemma":[0.0035780307,0.0005596424,0.0052966713,0.007208993,0.0025466844,0.00015913183,0.0011337978,0.0008587559,0.0004176374,0.00021027071,0.9728808,0.005149582],"about_ca_topic_score_codex":0.590244,"about_ca_topic_score_gemma":0.92570496,"teacher_disagreement_score":0.335461,"about_ca_system_score_codex":0.008074022,"about_ca_system_score_gemma":0.011460933,"threshold_uncertainty_score":0.99939054},"labels":[],"label_agreement":null},{"id":"W7108222160","doi":"10.25504/fairsharing.8fd23d","title":"FAIRsharing record for: Canadian Urban Data Catalogue","year":2025,"lang":"","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Metadata; Urban district; Urban planning; Open data; Urban area; Data access","score_opus":0.09322639422575053,"score_gpt":0.32616811538589247,"score_spread":0.23294172116014195,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108222160","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00033503273,0.0029454946,0.00006197688,0.000769247,0.0117334025,0.00785713,0.97157884,0.0008479634,0.0038709322],"genre_scores_gemma":[0.0048946626,0.00063371804,0.0010095396,0.0011242419,0.005415607,0.0015336307,0.97146493,0.0011686868,0.012754959],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9707134,0.0006160802,0.0052916305,0.012049336,0.0023911789,0.008938416],"domain_scores_gemma":[0.9580415,0.0013496998,0.002946948,0.030921686,0.001517415,0.0052227597],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.005126703,0.0055533047,0.0052696425,0.00718205,0.0044454304,0.0022306424,0.032440454,0.0049564997,0.0038513797],"category_scores_gemma":[0.008925395,0.007170702,0.0013814174,0.0049773585,0.0009809815,0.003725164,0.025906924,0.0075235446,0.019029304],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00044314613,0.00047508866,0.014952093,0.0042931996,0.0025134424,0.00063465023,0.0003220098,0.000024495946,0.000045589186,0.00027241162,0.9750648,0.0009590651],"study_design_scores_gemma":[0.0034215017,0.0003671871,0.0021078172,0.005005219,0.0036984698,0.000088018984,0.0005090472,0.0017288625,0.00010311592,0.000092847666,0.9765463,0.0063316473],"about_ca_topic_score_codex":0.8280056,"about_ca_topic_score_gemma":0.97754455,"teacher_disagreement_score":0.14953896,"about_ca_system_score_codex":0.009828416,"about_ca_system_score_gemma":0.01875165,"threshold_uncertainty_score":0.99942285},"labels":[],"label_agreement":null},{"id":"W7108222311","doi":"10.25504/fairsharing.16ac95","title":"FAIRsharing record for: Data MB","year":2025,"lang":"","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Accountability; Government (linguistics); Open government; Public access; Data access; Information governance; Open data","score_opus":0.14196214217624067,"score_gpt":0.37526323473571566,"score_spread":0.23330109255947498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108222311","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00037829785,0.0031624094,0.0005214708,0.00049671566,0.012990521,0.0077884337,0.9683284,0.0015616382,0.004772069],"genre_scores_gemma":[0.0008113507,0.0016903388,0.0037687656,0.00068990147,0.0056911735,0.0016421675,0.9626919,0.0012017789,0.021812646],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.96943206,0.0007308544,0.006402956,0.013372046,0.003330872,0.0067312066],"domain_scores_gemma":[0.95476794,0.0023982008,0.0045320494,0.03485887,0.0015851278,0.0018577981],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.0064986604,0.0058593773,0.006136904,0.0041670892,0.0029089556,0.0022148106,0.034287494,0.0046173264,0.0074015874],"category_scores_gemma":[0.011658397,0.0071831844,0.0018487897,0.00470848,0.0009529265,0.004294251,0.06322088,0.00783489,0.025994796],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001454743,0.0013387911,0.0061119315,0.008191268,0.0032616982,0.00027362365,0.0001509973,0.000030309619,0.00029049537,0.0002589216,0.9744322,0.0042050225],"study_design_scores_gemma":[0.005321856,0.0005773494,0.000888259,0.00794453,0.0050578257,0.00006417966,0.00037165915,0.0050765104,0.00033596068,0.00025587293,0.9678402,0.0062657776],"about_ca_topic_score_codex":0.0045062075,"about_ca_topic_score_gemma":0.008402827,"teacher_disagreement_score":0.028933387,"about_ca_system_score_codex":0.0032981506,"about_ca_system_score_gemma":0.004076412,"threshold_uncertainty_score":0.99882096},"labels":[],"label_agreement":null},{"id":"W7108226430","doi":"10.25504/fairsharing.b8b8b8","title":"FAIRsharing record for: Saskatchewan Conservation Data Centre","year":2025,"lang":"","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Biodiversity; Biodiversity conservation; Range (aeronautics); Wildlife conservation","score_opus":0.08931551712024237,"score_gpt":0.3335251852747637,"score_spread":0.24420966815452133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108226430","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0023624636,0.001194094,0.00042670924,0.0019653956,0.008151094,0.007980804,0.9756292,0.0012954779,0.000994756],"genre_scores_gemma":[0.002080361,0.0005185256,0.0035476333,0.0013807524,0.003335894,0.0006237915,0.96521217,0.0008297867,0.022471074],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9753254,0.0008517059,0.005795705,0.010177575,0.0027865204,0.0050630914],"domain_scores_gemma":[0.9673371,0.0023191273,0.0049071047,0.021892525,0.002122686,0.0014215101],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.0049906955,0.004661048,0.0046912846,0.0027025256,0.00244851,0.0017941687,0.017960614,0.0038959752,0.0043153176],"category_scores_gemma":[0.0076506925,0.0058638523,0.0012814582,0.0039202375,0.0007796723,0.004033464,0.027647467,0.005322244,0.008553197],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014585252,0.0012105315,0.024131594,0.007258432,0.0024310374,0.00013636817,0.0007268096,0.000028300874,0.00053898175,0.00010411886,0.95983744,0.002137844],"study_design_scores_gemma":[0.0055662408,0.0003013289,0.0017173942,0.0077719027,0.0042287773,0.000029744615,0.004342691,0.0058528734,0.0006668597,0.00019489338,0.9644127,0.0049146297],"about_ca_topic_score_codex":0.011437661,"about_ca_topic_score_gemma":0.09225058,"teacher_disagreement_score":0.080812916,"about_ca_system_score_codex":0.0033136616,"about_ca_system_score_gemma":0.006230788,"threshold_uncertainty_score":0.99940294},"labels":[],"label_agreement":null},{"id":"W7108227603","doi":"10.25504/fairsharing.5345f7","title":"FAIRsharing record for: Open Calgary","year":2025,"lang":"","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Accountability; Key (lock); Work (physics); Best practice","score_opus":0.07284523779408726,"score_gpt":0.35480926246307515,"score_spread":0.2819640246689879,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108227603","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0004800554,0.0022769151,0.00026067303,0.00042138353,0.010343114,0.01629886,0.94898915,0.001018292,0.019911576],"genre_scores_gemma":[0.00068628835,0.00085625314,0.003607308,0.0012187625,0.0029524262,0.00674264,0.92775184,0.0011906531,0.05499385],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.97383547,0.00089106034,0.006224292,0.009948448,0.002601628,0.006499103],"domain_scores_gemma":[0.9767931,0.0019594235,0.0043682717,0.012971539,0.0017936833,0.0021139423],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.005597377,0.00574032,0.006987324,0.0036906158,0.0035340618,0.004339236,0.028402843,0.0047688093,0.010092881],"category_scores_gemma":[0.0056681815,0.006959311,0.0026477792,0.004503751,0.00082579674,0.0036957886,0.057489917,0.0075213676,0.022284832],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0027955945,0.0016030384,0.0077598672,0.0063245175,0.0029714245,0.00039644123,0.00025137395,0.000031412666,0.00027371774,0.00081536174,0.9728727,0.0039045499],"study_design_scores_gemma":[0.008076661,0.0009839558,0.0022288808,0.009595102,0.0033878027,0.000066816945,0.00038529045,0.0010011304,0.0007925336,0.0006212983,0.966283,0.006577524],"about_ca_topic_score_codex":0.01296514,"about_ca_topic_score_gemma":0.011081606,"teacher_disagreement_score":0.035082273,"about_ca_system_score_codex":0.0050612874,"about_ca_system_score_gemma":0.0049475688,"threshold_uncertainty_score":0.9987581},"labels":[],"label_agreement":null},{"id":"W7108230307","doi":"10.25504/fairsharing.a94677","title":"FAIRsharing record for: Hakai Data","year":2025,"lang":"","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Margin (machine learning); Data collection; Information system; Historical record; Data system","score_opus":0.14064748246781356,"score_gpt":0.37435965435751095,"score_spread":0.2337121718896974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108230307","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00036632057,0.003249805,0.0004951224,0.000604127,0.013340349,0.008034273,0.96795696,0.0016190382,0.0043340093],"genre_scores_gemma":[0.000935621,0.0016406652,0.0035790475,0.0007805918,0.0060473816,0.0017198881,0.96081036,0.0012354074,0.023251062],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9687179,0.0007553173,0.006527362,0.013699403,0.003405184,0.006894888],"domain_scores_gemma":[0.9539429,0.0024077527,0.004641067,0.03543637,0.0016585552,0.0019133778],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.0066260616,0.0060319942,0.0063258796,0.0041972785,0.0030911036,0.002408304,0.034765806,0.00479571,0.006858564],"category_scores_gemma":[0.011977017,0.0073921164,0.0019092376,0.004738378,0.0010183639,0.004517548,0.06326393,0.008137639,0.025556535],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014567703,0.0014190358,0.0054268236,0.008266252,0.0033903085,0.0002827239,0.00016323765,0.00004127622,0.00028938716,0.00026950103,0.97558975,0.0034049393],"study_design_scores_gemma":[0.005586507,0.00058431155,0.0010568505,0.00824642,0.0052102823,0.00006715921,0.00042648482,0.0040087816,0.00035982378,0.00026929332,0.9677374,0.006446705],"about_ca_topic_score_codex":0.003982176,"about_ca_topic_score_gemma":0.009239275,"teacher_disagreement_score":0.028498124,"about_ca_system_score_codex":0.0033573506,"about_ca_system_score_gemma":0.0042978465,"threshold_uncertainty_score":0.9986273},"labels":[],"label_agreement":null},{"id":"W7108238944","doi":"10.25504/fairsharing.6bacac","title":"FAIRsharing record for: Central Lake Ontario Conservation Open Data Portal","year":2025,"lang":"","type":"dataset","venue":"FAIRsharing.org","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Download; Natural (archaeology); Flood myth; Open data; Public access; Access to information; Natural resource","score_opus":0.13926967350016684,"score_gpt":0.35263213643828717,"score_spread":0.21336246293812033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108238944","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0038818344,0.00024599643,0.00016054756,0.00068978005,0.010106829,0.0132777095,0.96423274,0.0006065751,0.006797965],"genre_scores_gemma":[0.0016620388,0.00020898598,0.0031041808,0.0012034386,0.0020975303,0.0014292831,0.9485915,0.0006734727,0.04102958],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.97453505,0.00056697463,0.00627429,0.010227336,0.0025741819,0.0058221533],"domain_scores_gemma":[0.9715718,0.0010609825,0.0053051705,0.018885514,0.0014718467,0.0017047083],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.0052168225,0.004372567,0.0050685783,0.0018474093,0.0026485512,0.004903985,0.03507089,0.0032303066,0.019613707],"category_scores_gemma":[0.0043432913,0.0054921564,0.0010901663,0.0020129385,0.00067485357,0.008669187,0.07544877,0.006282345,0.0037524663],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.002315731,0.0013083352,0.16268232,0.0020852766,0.0025413225,0.00037097096,0.0005133006,0.000031560157,0.000048257712,0.00026299615,0.8272608,0.0005791459],"study_design_scores_gemma":[0.0075439652,0.00051816605,0.051820185,0.0052285613,0.0038058774,0.00008945603,0.00040705767,0.0012956985,0.000090313464,0.00015962769,0.9242722,0.0047688913],"about_ca_topic_score_codex":0.2755601,"about_ca_topic_score_gemma":0.98326516,"teacher_disagreement_score":0.707705,"about_ca_system_score_codex":0.004686724,"about_ca_system_score_gemma":0.015602698,"threshold_uncertainty_score":0.9991341},"labels":[{"model":"gemma","categories":["open_science"],"domain":null,"study_design":"not_applicable","genre":"dataset","about_ca_system":false,"about_ca_topic":true,"confidence":"high"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"dataset","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"split"}]}