{"meta":{"query_hash":"e2a32b74c4e1","filters":{"venue":"ACS Engineering Au"},"cohort_total":9,"direct_labels_cover":0,"predictions_cover":9,"exported":9,"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/e2a32b74c4e1","api":"https://metacan.xera.ac/api/v1/cohort?venue=ACS+Engineering+Au"},"results":[{"id":"W3210433833","doi":"10.1021/acsengineeringau.1c00011","title":"Durable Polylactic Acid (PLA)-Based Sustainable Engineered Blends and Biocomposites: Recent Developments, Challenges, and Opportunities","year":2021,"lang":"en","type":"article","venue":"ACS Engineering Au","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":280,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation; Canada Research Chairs; Ontario Ministry of Agriculture, Food and Rural Affairs; Ontario Ministry of Economic Development, Job Creation and Trade; Agriculture and Agri-Food Canada; University of Guelph","keywords":"Polylactic acid; Carbon footprint; Renewable energy; Materials science; Renewable resource; Toughness; Carbon fibers; Fossil fuel; Durability; Waste management; Composite material; Composite number; Greenhouse gas; Polymer; Engineering","score_opus":0.036604041990837714,"score_gpt":0.2041404326642516,"score_spread":0.1675363906734139,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3210433833","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5870713,0.4037294,0.00076853356,0.005870369,0.0005034385,0.00019328698,0.00002571735,0.0003821652,0.0014558056],"genre_scores_gemma":[0.9831827,0.011715939,0.003842792,0.00013615718,0.00006412837,0.000046814566,0.000011702923,0.000040867613,0.00095886696],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99865794,0.000047771766,0.0002290264,0.00034204725,0.00017480749,0.0005483793],"domain_scores_gemma":[0.99932826,0.000109295965,0.000044299723,0.00025491347,0.00009335204,0.00016989248],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037262565,0.00024810949,0.0002923006,0.00011516474,0.00018161409,0.0001678079,0.00012313784,0.000096384996,0.000073499745],"category_scores_gemma":[0.000108386754,0.00022875424,0.00002079459,0.000093871604,0.000050835395,0.00025119993,0.00011793636,0.00010759929,0.0000058020387],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059782393,0.000079566504,0.00006375686,0.0016103744,0.00008808633,0.0002024976,0.0020816496,0.00013861067,0.899915,0.006353659,0.00018111974,0.0892259],"study_design_scores_gemma":[0.00029944605,0.000048578284,0.00045125172,0.00013112166,0.000029339106,0.00005602158,0.0009532194,0.00054438517,0.9434362,0.000020408135,0.053684447,0.0003455862],"about_ca_topic_score_codex":0.00008089378,"about_ca_topic_score_gemma":0.000008800062,"teacher_disagreement_score":0.39611146,"about_ca_system_score_codex":0.00008452608,"about_ca_system_score_gemma":0.0002900301,"threshold_uncertainty_score":0.9328327},"labels":[],"label_agreement":null},{"id":"W4366086629","doi":"10.1021/acsengineeringau.2c00053","title":"Emerging Trends of Computational Chemistry and Molecular Modeling in Froth Flotation: A Review","year":2023,"lang":"en","type":"review","venue":"ACS Engineering Au","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal; Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Process (computing); Froth flotation; Computer science; Biochemical engineering; Process engineering; Beneficiation; Mineral processing; Nanotechnology; Chemistry; Engineering; Materials science; Organic chemistry","score_opus":0.02998239890371109,"score_gpt":0.3064627490430084,"score_spread":0.27648035013929734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366086629","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00021687962,0.99256074,0.0063499203,0.000041637846,0.000023758392,0.00019814365,0.000009911169,0.000102929676,0.00049605174],"genre_scores_gemma":[0.0001817855,0.9967666,0.0026393319,0.000025247235,0.000015646976,0.00008878879,0.00012134956,0.000030505813,0.00013071056],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989981,0.000020629315,0.00047276617,0.0002110491,0.00017821307,0.00011921146],"domain_scores_gemma":[0.9996868,0.00003853337,0.00010666244,0.0001222346,0.0000071344703,0.000038636048],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022436598,0.00016839805,0.000536497,0.00007415846,0.000014391373,0.000007995459,0.00010686162,0.00007478727,0.00010576071],"category_scores_gemma":[0.0000541877,0.00017053114,0.00007428395,0.00051658973,0.000014019,0.000055314656,0.000058160796,0.00012776976,0.00001164813],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.443027e-7,0.000015913087,0.000004041109,0.026185768,0.000034198107,0.000009693925,0.00015246782,0.30452928,0.00013926909,0.000079741425,0.0006007993,0.6682483],"study_design_scores_gemma":[0.0002377341,0.000017268338,0.000020031555,0.046880774,0.0001978008,0.000025545585,0.0000068910995,0.6412457,0.00008683645,0.00017027617,0.31032455,0.0007865507],"about_ca_topic_score_codex":0.00004609638,"about_ca_topic_score_gemma":0.0000032892387,"teacher_disagreement_score":0.66746175,"about_ca_system_score_codex":0.000092049704,"about_ca_system_score_gemma":0.000019767489,"threshold_uncertainty_score":0.69540584},"labels":[],"label_agreement":null},{"id":"W4387859577","doi":"10.1021/acsengineeringau.3c00023","title":"Vision 2050: Reaction Engineering Roadmap","year":2023,"lang":"en","type":"article","venue":"ACS Engineering Au","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Context (archaeology); Chemical reaction engineering; Speciality chemicals; Scale (ratio); Field (mathematics); Engineering management; Management science; Computer science; Biochemical engineering; Systems engineering; Risk analysis (engineering); Engineering; Chemistry; Business; Catalysis","score_opus":0.008536932494236923,"score_gpt":0.22487521560544554,"score_spread":0.21633828311120862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387859577","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74161434,0.00019196353,0.23831378,0.00017711184,0.0027205525,0.00033390074,0.000019088786,0.013140356,0.003488917],"genre_scores_gemma":[0.99772257,0.00004794991,0.0012166392,0.000021382153,0.00038196894,0.00005267296,0.00019094936,0.00010875246,0.00025710277],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988039,0.0000038338117,0.00031601777,0.00020960472,0.00019475391,0.00047189964],"domain_scores_gemma":[0.9994876,0.00004085261,0.000026061321,0.00031987694,0.00007258711,0.00005303116],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00035239014,0.00024826286,0.00020277218,0.00051475764,0.00005137696,0.000034446624,0.0001759073,0.0001545002,0.000009196627],"category_scores_gemma":[0.000086562264,0.0002819478,0.000047730726,0.0015622983,0.000013154027,0.00026477204,0.000053906184,0.0003166352,0.00024136789],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020392881,0.0000059940635,0.000027655557,0.00011465174,0.000033759603,0.000011143012,0.000177261,0.027688224,0.94606674,0.002595187,0.017619139,0.0056582373],"study_design_scores_gemma":[0.0003397738,0.000054785713,0.008731676,0.00018674198,0.00001734707,0.000033509044,0.000039980736,0.19165434,0.54400027,0.00006424475,0.25417134,0.0007059767],"about_ca_topic_score_codex":0.000015317131,"about_ca_topic_score_gemma":2.2082367e-7,"teacher_disagreement_score":0.40206644,"about_ca_system_score_codex":0.00031624717,"about_ca_system_score_gemma":0.000012820309,"threshold_uncertainty_score":0.9999633},"labels":[],"label_agreement":null},{"id":"W4388126749","doi":"10.1021/acsengineeringau.3c00022","title":"Desorption Strategies and Reusability of Biopolymeric Adsorbents and Semisynthetic Derivatives in Hydrogel and Hydrogel Composites Used in Adsorption Processes","year":2023,"lang":"en","type":"article","venue":"ACS Engineering Au","topic":"Adsorption and biosorption for pollutant removal","field":"Environmental Science","cited_by":123,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal; McGill University; Université Laval","funders":"Fonds de recherche du Québec – Nature et technologies; Consejo Nacional de Ciencia y Tecnología","keywords":"Adsorption; Desorption; Reusability; Materials science; Chemical engineering; Self-healing hydrogels; Contamination; Chemical stability; Regeneration (biology); Thermal desorption; Process engineering; Chemistry; Organic chemistry; Computer science; Polymer chemistry","score_opus":0.010688173511076803,"score_gpt":0.22155923448989853,"score_spread":0.21087106097882172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388126749","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9993845,0.00014393845,0.00013457038,0.00006301252,0.000018542236,0.00015905083,0.0000073959677,0.0000664024,0.00002256943],"genre_scores_gemma":[0.99942315,0.00025809204,0.0002645248,0.0000058457817,0.00000661857,0.000010587236,0.000007058359,0.00001146298,0.000012692029],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99911577,0.000020335765,0.00024042504,0.00026991387,0.0001420081,0.00021152316],"domain_scores_gemma":[0.9996885,0.00008831137,0.000059611142,0.00009826745,0.0000046768314,0.00006065114],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021848593,0.00014681797,0.00019272935,0.0001543362,0.000026811276,0.000025913441,0.00006351043,0.00007321076,0.0000120578015],"category_scores_gemma":[0.00007648076,0.00014233142,0.000012461099,0.00060507393,0.0002015446,0.00033842283,0.000100015124,0.000090986636,0.0000044355897],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016310063,0.00003841778,0.24434163,0.00015285816,0.0000042828556,0.0000017843062,0.0012107232,0.0040945006,0.74921525,0.0000830453,9.279857e-7,0.0008402612],"study_design_scores_gemma":[0.00070232205,0.00008929331,0.8668907,0.00017819685,0.000009484395,0.000026921607,0.0010123224,0.041451424,0.088811494,0.00052032876,0.000024615905,0.00028287724],"about_ca_topic_score_codex":0.00024369021,"about_ca_topic_score_gemma":0.00018834679,"teacher_disagreement_score":0.6604038,"about_ca_system_score_codex":0.000058166737,"about_ca_system_score_gemma":0.000012896721,"threshold_uncertainty_score":0.5804107},"labels":[],"label_agreement":null},{"id":"W4388339554","doi":"10.1021/acsengineeringau.3c00037","title":"Semiautomated Experiments to Accelerate the Design of Advanced Battery Materials: Combining Speed, Low Cost, and Adaptability","year":2023,"lang":"en","type":"article","venue":"ACS Engineering Au","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Workflow; Computer science; Flexibility (engineering); Automation; Bottleneck; Throughput; Battery (electricity); Computation; Adaptability; Systems engineering; Computer engineering; Embedded system; Mechanical engineering; Engineering; Wireless; Algorithm","score_opus":0.03132460576331783,"score_gpt":0.28275498222026957,"score_spread":0.25143037645695177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388339554","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99113744,0.000019662159,0.0063996306,0.0002357494,0.0011070706,0.00057068793,0.00002398103,0.00048725802,0.000018534041],"genre_scores_gemma":[0.99303764,0.000008152083,0.006639863,0.00007538776,0.000072370865,0.00007972995,0.000005890348,0.00003867333,0.000042299485],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9980293,0.00019546671,0.00043714806,0.00043522622,0.0003350875,0.0005677936],"domain_scores_gemma":[0.99877036,0.00039862192,0.00012963623,0.0005184929,0.00006204201,0.00012084941],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023107457,0.00024053916,0.00037061507,0.000116247735,0.00015890092,0.00018120976,0.00057900115,0.000063401894,0.00014403719],"category_scores_gemma":[0.0007227159,0.00019013413,0.000020183781,0.00046343228,0.000097909324,0.00024249224,0.00040676922,0.00009509608,0.00014432953],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027938204,0.000008211484,0.00011915724,0.00006299262,0.0000032541616,0.0000029998373,0.00071010186,0.32426593,0.6745311,0.000023902838,0.000110469664,0.00013392007],"study_design_scores_gemma":[0.00027994803,0.00006397185,0.011545004,0.00014065564,0.0000064093656,0.0000071185495,0.000099789635,0.048230607,0.93927264,0.000020546066,0.00011452066,0.00021877069],"about_ca_topic_score_codex":0.00008742159,"about_ca_topic_score_gemma":9.4445096e-7,"teacher_disagreement_score":0.2760353,"about_ca_system_score_codex":0.00007734286,"about_ca_system_score_gemma":0.000051174,"threshold_uncertainty_score":0.7753445},"labels":[],"label_agreement":null},{"id":"W4389220533","doi":"10.1021/acsengineeringau.3c00057","title":"Mechanism of the Direct Reduction of Chromite Process as a Clean Ferrochrome Technology","year":2023,"lang":"en","type":"article","venue":"ACS Engineering Au","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Resources Canada","funders":"Natural Sciences and Engineering Research Council of Canada; Diamond Light Source; Natural Resources Canada; U.S. Department of Energy","keywords":"Ferrochrome; Chromite; Smelting; Slag (welding); Pyrometallurgy; Metallurgy; Molten salt; Chromium; Dissolution; Carbon fibers; Materials science; Chemistry","score_opus":0.005894395600242558,"score_gpt":0.20407117738863179,"score_spread":0.19817678178838924,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389220533","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99410325,0.000077704506,0.0035102842,0.00005598141,0.00036583506,0.000116346404,0.0000050318986,0.00055360334,0.0012119693],"genre_scores_gemma":[0.9996659,0.00006303091,0.00008265145,0.0000014691534,0.000045443732,0.000018024302,0.0000025667775,0.000042361964,0.000078542966],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993069,0.0000044387307,0.00021254725,0.00011958278,0.00014334655,0.00021318968],"domain_scores_gemma":[0.99960595,0.000020279946,0.000044278582,0.0002596982,0.000041433963,0.00002836904],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011973223,0.00012867241,0.00023303862,0.00017225093,0.000024277726,0.0000042761712,0.0002582729,0.00011459645,0.000009377256],"category_scores_gemma":[0.00007717068,0.00010200894,0.000059899092,0.0010621526,0.00003077741,0.000051004856,0.000051447365,0.00015579091,0.000010935493],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000041969656,0.0000147007495,0.000005105103,0.0007906413,0.0000901034,0.000002362613,0.00032149267,0.6874865,0.29471284,0.015584638,0.000008438115,0.0009789702],"study_design_scores_gemma":[0.00025063663,0.00005484125,0.00041206586,0.00021245895,0.000041113533,0.00003062416,0.0001752943,0.6537519,0.33969456,0.004952957,0.00020112324,0.00022240511],"about_ca_topic_score_codex":0.000009690991,"about_ca_topic_score_gemma":0.0000016749219,"teacher_disagreement_score":0.04498172,"about_ca_system_score_codex":0.000039412553,"about_ca_system_score_gemma":0.000020741925,"threshold_uncertainty_score":0.41598037},"labels":[],"label_agreement":null},{"id":"W4402572670","doi":"10.1021/acsengineeringau.4c00025","title":"Synthesis and Characterization of Dy<sub>2</sub>O<sub>3</sub>@TiO<sub>2</sub> Nanocomposites for Enhanced Photocatalytic and Electrocatalytic Applications","year":2024,"lang":"en","type":"article","venue":"ACS Engineering Au","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"King Saud University","keywords":"Photocatalysis; Characterization (materials science); Nanocomposite; Materials science; Chemical engineering; Nanotechnology; Catalysis; Chemistry; Organic chemistry","score_opus":0.00492478755832716,"score_gpt":0.21297558685871773,"score_spread":0.20805079930039058,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402572670","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85641617,0.00041642072,0.1406053,0.00005439044,0.000074043375,0.0014862989,0.00009116419,0.00081536884,0.000040857783],"genre_scores_gemma":[0.99320954,0.00084548723,0.0013393703,0.00003715742,0.00019206305,0.0036494446,0.0005024673,0.0002156627,0.000008834793],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99745226,0.00002785857,0.0007073529,0.0008848738,0.00027220484,0.0006554497],"domain_scores_gemma":[0.9981254,0.0006036237,0.00020798441,0.00070654706,0.00017038912,0.00018605535],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027587937,0.00057398976,0.0006968007,0.0005454388,0.00016632202,0.00012698311,0.00030717836,0.0002679599,0.000001130567],"category_scores_gemma":[0.00018426527,0.0006444397,0.00016289671,0.00087109447,0.00012320849,0.00052197423,0.00013649273,0.00028314,0.000018275667],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039892737,0.000060344857,0.000007663041,0.0009701878,0.00022250308,0.0000026815276,0.00022271216,0.00083324016,0.9637099,0.0011921851,0.000014667157,0.032724008],"study_design_scores_gemma":[0.00024406592,0.00009679176,0.00027220979,0.0004175049,0.0003227378,0.000030136975,0.000014269273,0.011156812,0.9857873,0.0004993721,0.0005419439,0.00061687914],"about_ca_topic_score_codex":0.000017565897,"about_ca_topic_score_gemma":0.000029699491,"teacher_disagreement_score":0.13926592,"about_ca_system_score_codex":0.00026939873,"about_ca_system_score_gemma":0.00009063065,"threshold_uncertainty_score":0.9996007},"labels":[],"label_agreement":null},{"id":"W4410449294","doi":"10.1021/acsengineeringau.5c00009","title":"Lazy Fusion of Multimodal Sensors for Cost-Effective Process Monitoring","year":2025,"lang":"en","type":"article","venue":"ACS Engineering Au","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Division of Human Resource Development; Science and Engineering Research Board; Scheme for Promotion of Academic and Research Collaboration; Ministry of Education, India","keywords":"Computer science; Process (computing); Fusion; Sensor fusion; Artificial intelligence; Real-time computing; Operating system","score_opus":0.005526410018359333,"score_gpt":0.24637342743781718,"score_spread":0.24084701741945785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410449294","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93348324,0.00031477594,0.061096903,0.000023475535,0.0023956932,0.0013757288,0.00001337087,0.0006358774,0.00066091836],"genre_scores_gemma":[0.9986331,0.00001044635,0.0003543546,0.0000028040163,0.0002167539,0.0006558173,0.0000019783538,0.000030428615,0.000094307776],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99934137,0.000007163136,0.00020084922,0.00013083409,0.00008734585,0.00023246132],"domain_scores_gemma":[0.9995896,0.00013851293,0.000022139619,0.00014462923,0.00006454448,0.000040560706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012092886,0.00014750977,0.00023487081,0.00015106027,0.00003729471,0.000013543446,0.00009491619,0.000095709634,0.0000010561929],"category_scores_gemma":[0.000102502614,0.00015625903,0.00006622237,0.00022219715,0.0000074697878,0.00006408287,0.000011349733,0.00011500323,0.0000025603526],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023645895,0.00001115583,0.00047021464,0.0006701026,0.00009556559,7.6315877e-7,0.0003695001,0.8473271,0.13203232,0.00007745749,0.000050453018,0.018871685],"study_design_scores_gemma":[0.00091449707,0.000031630523,0.002862478,0.0002858623,0.000020238751,0.0000016800543,0.00012547006,0.7136756,0.2764137,0.000009225222,0.005485608,0.0001739986],"about_ca_topic_score_codex":0.000035547568,"about_ca_topic_score_gemma":0.0000029073356,"teacher_disagreement_score":0.14438139,"about_ca_system_score_codex":0.00012953553,"about_ca_system_score_gemma":0.0000137276575,"threshold_uncertainty_score":0.63720584},"labels":[],"label_agreement":null},{"id":"W4415826894","doi":"10.1021/acsengineeringau.5c00051","title":"Optimizing Mixtures of Metal–Organic Frameworks for Robust and Bespoke Passive Atmospheric Water Harvesting","year":2025,"lang":"en","type":"article","venue":"ACS Engineering Au","topic":"Solar-Powered Water Purification Methods","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"Oregon State University; Arnold and Mabel Beckman Foundation; Concordia University; Research Corporation for Science Advancement; National Science Foundation","keywords":"Bespoke; Adsorption; Nanoporous; Arid; Water vapor; Passive solar building design; Water balance","score_opus":0.011665303569846444,"score_gpt":0.2397385788101177,"score_spread":0.22807327524027127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415826894","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24616085,0.0006566162,0.7518176,0.00025878518,0.00051658583,0.00017930164,0.000003381594,0.00017313211,0.0002337864],"genre_scores_gemma":[0.51089454,0.00001413757,0.4882149,0.00005847497,0.00008618398,0.000053344585,0.000011570554,0.000043946613,0.0006229177],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989307,0.00003978119,0.0003177355,0.0002783034,0.00008942505,0.00034408277],"domain_scores_gemma":[0.99904704,0.00041626973,0.000061192484,0.0003270686,0.00009306103,0.00005537985],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032077834,0.00019764996,0.00031585083,0.00005082967,0.00007867965,0.00004989262,0.00019217901,0.00025550328,0.000019335406],"category_scores_gemma":[0.00066721655,0.00017151702,0.00006569733,0.00022531232,0.000030551742,0.00012567086,0.00008550134,0.00027867287,0.0000019808626],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021008325,0.000022197635,0.00022136162,0.0003274201,0.00025981787,0.0000024466547,0.0017259319,0.57247585,0.4106586,0.0046533495,0.00006009956,0.009571904],"study_design_scores_gemma":[0.00063884404,0.000044017554,0.0010884556,0.00022473113,0.00016742367,0.000006690312,0.00013037685,0.1051228,0.8822291,0.00068006833,0.009298487,0.00036904044],"about_ca_topic_score_codex":0.00010675121,"about_ca_topic_score_gemma":0.0000061551996,"teacher_disagreement_score":0.47157046,"about_ca_system_score_codex":0.0000623056,"about_ca_system_score_gemma":0.000023473633,"threshold_uncertainty_score":0.6994261},"labels":[],"label_agreement":null}]}