{"meta":{"query_hash":"48a2d70dbef6","filters":{"venue":"Macromol—A Journal of Macromolecular Research"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"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/48a2d70dbef6","api":"https://metacan.xera.ac/api/v1/cohort?venue=Macromol%E2%80%94A+Journal+of+Macromolecular+Research"},"results":[{"id":"W4385068668","doi":"10.3390/macromol3030028","title":"Conversion of Polypropylene (PP) Foams into Auxetic Metamaterials","year":2023,"lang":"en","type":"article","venue":"Macromol—A Journal of Macromolecular Research","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Auxetics; Materials science; Composite material; Ultimate tensile strength; Polypropylene; Dissipation; Compression (physics); Modulus; Compressive strength; Poisson's ratio; Work (physics); Young's modulus; Poisson distribution; Thermodynamics","score_opus":0.024180809367718395,"score_gpt":0.31017817535219633,"score_spread":0.28599736598447795,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385068668","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":[0.99343675,0.003937435,0.00086925324,0.00015292742,0.00060618436,0.00020570248,0.0000123233185,0.00006979762,0.00070959434],"genre_scores_gemma":[0.99809223,0.000859797,0.00067856116,0.000011163981,0.00015097403,0.0000044522208,0.000013044305,0.00007241186,0.00011737442],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99676144,0.00039353847,0.0007452495,0.0001981129,0.0012954434,0.0006062147],"domain_scores_gemma":[0.9985784,0.00014215427,0.0001343375,0.00041688918,0.0004905345,0.00023763948],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021705145,0.00022520393,0.0005427565,0.00075417914,0.0001350943,0.00010204632,0.0007485666,0.00014048419,0.00040780284],"category_scores_gemma":[0.00012852575,0.00019962988,0.00030209302,0.0011100349,0.00020008223,0.0001227264,0.00026281812,0.00055879075,0.00011147524],"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":[0.000117513926,0.000028442102,0.000093234834,0.0004479847,0.00023513332,0.0010771794,0.00043663796,0.00084043294,0.9905731,0.00014291044,0.0032438044,0.002763597],"study_design_scores_gemma":[0.00079708634,0.00034626335,0.0005301287,0.00014078103,0.000049141345,0.00034947068,0.00019137537,0.0015155282,0.9895177,0.001636634,0.0047289077,0.00019702273],"about_ca_topic_score_codex":0.00006896996,"about_ca_topic_score_gemma":0.0000025065824,"teacher_disagreement_score":0.0046554385,"about_ca_system_score_codex":0.00010365005,"about_ca_system_score_gemma":0.00008892525,"threshold_uncertainty_score":0.81406707},"labels":[],"label_agreement":null},{"id":"W4388912211","doi":"10.3390/macromol3040044","title":"Microwave-Assisted Chemical Purification and Ultrasonication for Extraction of Nano-Fibrillated Cellulose from Potato Peel Waste","year":2023,"lang":"en","type":"article","venue":"Macromol—A Journal of Macromolecular Research","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cellulose; Nanocellulose; Crystallinity; Materials science; Thermogravimetric analysis; Cellulose fiber; Extraction (chemistry); Sonication; Nanofiber; Cellulosic ethanol; Chemical engineering; Fourier transform infrared spectroscopy; Fiber; Nuclear chemistry; Composite material; Organic chemistry; Chemistry","score_opus":0.056742542292712736,"score_gpt":0.3711542845369082,"score_spread":0.31441174224419544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388912211","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":[0.9891397,0.0023673796,0.0067607136,0.0006814831,0.0001531021,0.00066577323,0.00009730274,0.0000356456,0.000098910496],"genre_scores_gemma":[0.9889884,0.001022084,0.009418578,0.000007693289,0.00015784218,0.000041009873,0.000067898305,0.00005679095,0.0002397172],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9955728,0.0006302912,0.0009894604,0.0005255739,0.0015074358,0.000774433],"domain_scores_gemma":[0.99532163,0.001403352,0.0006067005,0.0004612806,0.0019316631,0.00027536936],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0040725875,0.00023703616,0.0005463939,0.0005753562,0.00028638766,0.00014830955,0.00055351766,0.0001804947,0.00007555433],"category_scores_gemma":[0.0020839246,0.0002177892,0.00023633929,0.0010216534,0.000544151,0.00031772978,0.00026525056,0.0004678868,0.000050431987],"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":[0.00061093055,0.00012505273,0.000073769574,0.000181937,0.00010506301,0.000106487074,0.0005170865,0.000038311515,0.99131066,0.00012220095,0.00083802856,0.0059704534],"study_design_scores_gemma":[0.0012417935,0.00031526186,0.00054524344,0.00019329159,0.00004676732,0.00017787173,0.0007558412,0.00046908067,0.99252445,0.0025206385,0.0010217731,0.00018796498],"about_ca_topic_score_codex":0.00007947088,"about_ca_topic_score_gemma":0.000008186782,"teacher_disagreement_score":0.0057824887,"about_ca_system_score_codex":0.00021349231,"about_ca_system_score_gemma":0.00024496543,"threshold_uncertainty_score":0.8881186},"labels":[],"label_agreement":null},{"id":"W4391754737","doi":"10.3390/macromol4010004","title":"Electrospinning: Processes, Structures, and Materials","year":2024,"lang":"en","type":"article","venue":"Macromol—A Journal of Macromolecular Research","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":324,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Electrospinning; Materials science; Nanofiber; Nanometre; Porosity; Nanotechnology; Fiber; Composite material; Polymer","score_opus":0.024722842275766304,"score_gpt":0.3566416786898894,"score_spread":0.33191883641412306,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391754737","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":[0.9452759,0.030317664,0.017892115,0.0044770995,0.00059515017,0.00056586595,0.00005745055,0.00011704464,0.00070170016],"genre_scores_gemma":[0.9830774,0.0009913776,0.014912638,0.00011665987,0.00046739486,0.000032044052,0.000009444992,0.00007129529,0.00032175423],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99586785,0.00042974082,0.00073720765,0.0004897945,0.0016092865,0.0008660989],"domain_scores_gemma":[0.9979732,0.00036823913,0.0001573791,0.00035367603,0.0008009303,0.0003465631],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0044040424,0.00023449944,0.00040187014,0.00055117696,0.00031834558,0.0009492661,0.00086166523,0.00017894524,0.0007818468],"category_scores_gemma":[0.0004015461,0.00018396034,0.00007635532,0.0013979371,0.00066015107,0.00026802375,0.00029117023,0.0007875325,0.000110358196],"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":[0.000065310865,0.000047862784,0.00000729941,0.00040206805,0.000044254662,0.00084031676,0.00018433933,5.0118126e-7,0.97951317,0.011247295,0.0050200885,0.0026275115],"study_design_scores_gemma":[0.00026474774,0.0004956434,0.0000588642,0.00023173394,0.000029767933,0.0029085698,0.000028386383,0.000010089829,0.92102134,0.041468248,0.03329875,0.00018388387],"about_ca_topic_score_codex":0.00003348916,"about_ca_topic_score_gemma":0.000003592775,"teacher_disagreement_score":0.058491834,"about_ca_system_score_codex":0.00017568504,"about_ca_system_score_gemma":0.0007979159,"threshold_uncertainty_score":0.91537946},"labels":[],"label_agreement":null},{"id":"W4401580402","doi":"10.3390/macromol4030035","title":"Production of Bioactive Peptides from Microalgae and Their Biological Properties Related to Cardiovascular Disease","year":2024,"lang":"en","type":"article","venue":"Macromol—A Journal of Macromolecular Research","topic":"Algal biology and biofuel production","field":"Energy","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Disease; Computational biology; Chemistry; Biology; Medicine; Internal medicine","score_opus":0.051127149356640804,"score_gpt":0.2922630639280727,"score_spread":0.2411359145714319,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401580402","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":[0.9428383,0.053978622,0.00016179503,0.0018992446,0.0005544701,0.00036589775,0.000024070612,0.0000360985,0.00014148054],"genre_scores_gemma":[0.9974285,0.0016396742,0.00030949782,0.000021615304,0.00030622815,0.000015115021,0.000016981796,0.000034558787,0.00022782726],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99660826,0.0012147661,0.00058907224,0.0006144314,0.0005454296,0.00042802372],"domain_scores_gemma":[0.99837375,0.00012177319,0.00009874924,0.00044319607,0.00071104715,0.00025150806],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029952663,0.00024876487,0.0004917669,0.0004948595,0.0001955984,0.00009627073,0.00034312435,0.00020890633,0.0000791059],"category_scores_gemma":[0.000933481,0.00015702078,0.0003901232,0.0007578111,0.0007105632,0.00019190049,0.00025114906,0.00085325737,0.00004606533],"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":[0.0011978567,0.00014856657,0.0007114932,0.00014127573,0.0018925356,0.000554598,0.0014255004,0.00018261524,0.9428813,0.00060377934,0.00031342672,0.049947094],"study_design_scores_gemma":[0.00046030522,0.0011406562,0.0061007794,0.00070531457,0.0001701534,0.0007421337,0.0011671484,0.00008886653,0.953796,0.017973198,0.017288042,0.0003673896],"about_ca_topic_score_codex":0.00040529255,"about_ca_topic_score_gemma":0.000007591064,"teacher_disagreement_score":0.05459018,"about_ca_system_score_codex":0.00010983908,"about_ca_system_score_gemma":0.00016644916,"threshold_uncertainty_score":0.64031214},"labels":[],"label_agreement":null},{"id":"W4402578161","doi":"10.3390/macromol4030039","title":"Study of Purified Cellulosic Pulp and Lignin Produced by Wheat Straw Biorefinery","year":2024,"lang":"en","type":"article","venue":"Macromol—A Journal of Macromolecular Research","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Biopterre; Université Laval","funders":"","keywords":"Cellulosic ethanol; Biorefinery; Straw; Pulp (tooth); Lignin; Pulp and paper industry; Cellulose; Dissolving pulp; Chemistry; Environmental science; Raw material; Engineering; Organic chemistry; Dentistry; Medicine","score_opus":0.025781707371097765,"score_gpt":0.30293033351132714,"score_spread":0.2771486261402294,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402578161","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":[0.98358446,0.01429602,0.000024861396,0.00017025582,0.00023387471,0.0003131961,0.00002446455,0.000058485402,0.0012943998],"genre_scores_gemma":[0.9987669,0.00052959565,0.00010127339,0.000006037615,0.00017967226,0.000012636816,0.000005145159,0.00009050164,0.00030820884],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99697524,0.00021029926,0.00072906446,0.00034696813,0.0011622539,0.0005761538],"domain_scores_gemma":[0.9988414,0.0001391937,0.00006620921,0.000405118,0.000264098,0.00028400013],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017230012,0.0002753416,0.00046530867,0.0004399649,0.00008737834,0.00024298688,0.0005063745,0.00015356267,0.00003662254],"category_scores_gemma":[0.00006235386,0.00024136463,0.00013463917,0.0007422575,0.00015298148,0.00015916061,0.00015776955,0.0011786995,0.000012775201],"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":[0.00002080429,0.00027491286,0.00012524187,0.00063475897,0.00033447816,0.002028745,0.0008172405,0.000022459933,0.97177577,0.000022612241,0.022595514,0.0013474891],"study_design_scores_gemma":[0.0007693159,0.0007385314,0.000021961589,0.0002942845,0.00005883595,0.00039585726,0.0007935911,0.00012302474,0.99520636,0.00014669144,0.0012312171,0.00022030658],"about_ca_topic_score_codex":0.00002364626,"about_ca_topic_score_gemma":0.000002500036,"teacher_disagreement_score":0.023430638,"about_ca_system_score_codex":0.00009313876,"about_ca_system_score_gemma":0.00010932534,"threshold_uncertainty_score":0.9842564},"labels":[],"label_agreement":null},{"id":"W4410004260","doi":"10.3390/macromol5020020","title":"Degradation Mechanisms of Cellulose-Based Transformer Insulation: The Role of Dissolved Gases and Macromolecular Characterisation","year":2025,"lang":"en","type":"article","venue":"Macromol—A Journal of Macromolecular Research","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hydro-Québec; Université du Québec à Chicoutimi","funders":"","keywords":"Cellulose; Degradation (telecommunications); Macromolecule; Transformer; Dissolved gas analysis; Materials science; Chemical engineering; Environmental science; Waste management; Chemistry; Engineering; Transformer oil; Electrical engineering; Biochemistry","score_opus":0.012416337339792166,"score_gpt":0.26407857614606356,"score_spread":0.25166223880627137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410004260","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":[0.82488906,0.0024824466,0.17087144,0.00032349795,0.00014455862,0.0004404268,0.000035584104,0.000014445434,0.00079856213],"genre_scores_gemma":[0.99836695,0.00046423308,0.001027436,0.00002284981,0.000021499987,0.000013855238,0.000032469638,0.000032993055,0.000017712386],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99751425,0.0002535038,0.00089101226,0.0001678242,0.0008432325,0.00033016325],"domain_scores_gemma":[0.99843454,0.00030535468,0.0001964053,0.00027540204,0.0006961509,0.00009215797],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015696451,0.00020235124,0.00037623974,0.0005965786,0.0001220949,0.00006966402,0.00033971577,0.00013676105,0.00006607662],"category_scores_gemma":[0.00015302353,0.00016681694,0.0001815486,0.0007775084,0.0001985358,0.00020270223,0.000023980094,0.0004337726,0.0000014680589],"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":[0.00014544289,0.00012833315,0.0006352622,0.00028191874,0.00017325146,0.000020259353,0.00029808522,0.0011422224,0.9751471,0.0063510253,0.000022096467,0.015654983],"study_design_scores_gemma":[0.000981943,0.00029197562,0.0095373085,0.00034849893,0.00009663159,0.00002337233,0.00015324313,0.017424803,0.9597273,0.010569215,0.0007069215,0.0001388178],"about_ca_topic_score_codex":0.00004713624,"about_ca_topic_score_gemma":0.0000071472928,"teacher_disagreement_score":0.1734779,"about_ca_system_score_codex":0.00008021532,"about_ca_system_score_gemma":0.00015115907,"threshold_uncertainty_score":0.68025976},"labels":[],"label_agreement":null}]}