{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":13,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":13,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"76684fe9ff80","filters":{"venue":"Polymer-Plastics Technology and Materials"}},"results":[{"id":"W4386418181","doi":"10.1080/25740881.2023.2249979","title":"Chemically modified water-soluble chitosan derivatives: Modification strategies, biological activities, and applications","year":2023,"lang":"en","type":"article","venue":"Polymer-Plastics Technology and Materials","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"Universiti Malaysia Sarawak; Ministry of Higher Education","keywords":"Chitosan; Christian ministry; Solubility; Biocompatible material; Bachelor; Chemistry; Chemical engineering; Engineering; Political science; Biomedical engineering; Organic chemistry","authors":[{"name":"Wan Roslina Wan Yusof","is_ca":false},{"name":"Nur Yusra Farzana Awang","is_ca":false},{"name":"Muhammad Affuwan Azhar Laile","is_ca":false},{"name":"Juzaili Azizi","is_ca":false},{"name":"Ahmad Husaini","is_ca":false},{"name":"Azman Seeni","is_ca":false},{"name":"Lee D. Wilson","is_ca":true},{"name":"Sumiyyah Sabar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01856952345233317,"gpt":0.2560950100213185,"spread":0.2375254865689853,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002083722,0.0002603855,0.0003788966,0.0003688822,0.0003636257,0.0001849379,0.0002783221,0.0003605931,0.00005996774],"category_scores_gemma":[0.00003559002,0.0002084505,0.00001865344,0.0003527254,0.0008742589,0.0002176386,0.0003520233,0.0001284963,0.00006298566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001412153,"about_ca_system_score_gemma":0.00003450301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002729801,"about_ca_topic_score_gemma":0.000002407363,"domain_scores_codex":[0.9983702,0.00005695586,0.0003785912,0.0005519431,0.0001154648,0.0005268021],"domain_scores_gemma":[0.9993047,0.0001285292,0.0001302237,0.000325163,0.00002368916,0.00008768875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004235584,0.00003367704,0.00006276895,0.00005203319,0.00001448077,0.000002725256,0.0001184593,0.000003892828,0.9161635,0.08311989,0.00002438944,0.0003617954],"study_design_scores_gemma":[0.0003068455,0.00009511186,0.0001571463,0.00002194753,0.00002129394,0.00003747473,0.0005186843,0.00003707848,0.98727,0.01091195,0.00036655,0.0002559434],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99133,0.0001464773,0.005911261,0.000540681,0.000249358,0.0004206396,0.0001388824,0.0009088416,0.0003538555],"genre_scores_gemma":[0.9981064,0.0001590116,0.0009524589,0.00002896388,0.00008552602,0.0003735341,0.0001890682,0.00002722505,0.00007787457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07220794,"threshold_uncertainty_score":0.8500364,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4312696521","doi":"10.1080/25740881.2022.2089584","title":"Tailoring biochar production for use as a reinforcing bio-based filler in rubber composites: a review","year":2022,"lang":"en","type":"review","venue":"Polymer-Plastics Technology and Materials","topic":"Polymer Nanocomposites and Properties","field":"Materials Science","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Filler (materials); Biochar; Natural rubber; Materials science; Carbon black; Composite material; Pyrolysis; Composite number; Waste management","authors":[{"name":"Nicole Bélanger","is_ca":true},{"name":"Shiv O. Prasher","is_ca":true},{"name":"Marie‐Josée Dumont","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05007014308081589,"gpt":0.2958925257590614,"spread":0.2458223826782455,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007721047,0.0006449432,0.002205201,0.001034029,0.0003756847,0.0001611783,0.0004944586,0.0004958626,0.0008367174],"category_scores_gemma":[0.0005420741,0.0005315047,0.0001641713,0.0006917203,0.0002814707,0.0002059519,0.0004064687,0.0002920307,0.0000867081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001055381,"about_ca_system_score_gemma":0.0002230453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001033729,"about_ca_topic_score_gemma":0.000006016032,"domain_scores_codex":[0.9967546,0.000235081,0.001257706,0.0008901317,0.0002016852,0.0006608074],"domain_scores_gemma":[0.9980596,0.000448747,0.0007505838,0.0006148202,0.00004883958,0.00007744115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000458908,0.0003000339,0.00001050941,0.1915743,0.0002502542,0.00008310449,0.00008809784,0.00000625941,0.4777312,0.00526947,0.002101717,0.3221262],"study_design_scores_gemma":[0.0002521143,0.0002764626,1.186086e-7,0.02270926,0.00052069,0.0001386507,0.000007453765,0.000003230126,0.3251396,0.00005020498,0.6503458,0.0005564509],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003763256,0.9911092,0.0001045841,0.0002636392,0.001671095,0.002288593,0.0005123228,0.0002694894,0.00001785481],"genre_scores_gemma":[0.0003545001,0.9953142,0.001020167,0.0001749095,0.0001291393,0.002183539,0.0002827162,0.00009765158,0.0004431437],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6482441,"threshold_uncertainty_score":0.9997137,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3127326588","doi":"10.1080/25740881.2021.1876879","title":"Three-dimensional printed biodegradable poly(l-lactic acid)/(poly(d-lactic acid) scaffold as an intervention of biomedical substitute","year":2021,"lang":"en","type":"article","venue":"Polymer-Plastics Technology and Materials","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"Ministry of Higher Education, Malaysia","keywords":"Crystallinity; Lactic acid; Degradation (telecommunications); Scaffold; Materials science; Biodegradable polymer; Chemical engineering; Fabrication; 3d printed; Biomedical engineering; Chemistry; Composite material; Polymer; Bacteria; Medicine","authors":[{"name":"Mohamad Amin Jumat","is_ca":true},{"name":"Pascale Chevallier","is_ca":true},{"name":"Diego Mantovani","is_ca":true},{"name":"Francesco Copes","is_ca":true},{"name":"Saiful Izwan Abd Razak","is_ca":false},{"name":"Syafiqah Saidin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01725095709648253,"gpt":0.2463670349244922,"spread":0.2291160778280097,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006202092,0.0004620186,0.0008805619,0.0005344726,0.0003662483,0.0001848482,0.0004750464,0.0006905769,0.002443382],"category_scores_gemma":[0.0004554417,0.000384204,0.0001033699,0.0005405601,0.00121107,0.0003980911,0.0004713578,0.0002204605,0.000177156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000365664,"about_ca_system_score_gemma":0.0002336454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007969871,"about_ca_topic_score_gemma":0.0002010078,"domain_scores_codex":[0.9968579,0.0002125373,0.0009778917,0.0008216304,0.0004292839,0.0007007969],"domain_scores_gemma":[0.9982507,0.0001426345,0.0004811517,0.0007174806,0.0001839719,0.0002241166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000425708,0.0004968062,0.000119186,0.0001916734,0.000127074,0.00005960903,0.00004494483,8.215825e-9,0.9544761,0.01254393,0.0001043617,0.03141064],"study_design_scores_gemma":[0.0007732899,0.0005176184,0.0001457289,0.0002821774,0.0002527153,0.0004252335,0.0001445911,0.00004136163,0.994231,0.001988535,0.0007736442,0.0004240504],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.85861,0.1335311,0.002909224,0.001148807,0.00297567,0.0001448901,0.0002902822,0.0003277128,0.000062243],"genre_scores_gemma":[0.9945699,0.000140252,0.004620327,0.0001027499,0.000174812,0.00005523051,0.00007889629,0.00004963005,0.0002081873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1359599,"threshold_uncertainty_score":0.999861,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406101682","doi":"10.1080/25740881.2024.2449006","title":"Tuning the Work Function and Properties of the Conducting Polymer PEDOT:PSS for Enhancing Optoelectronic Device Performance of Solar Cells and Organic Light Emitting Diodes","year":2025,"lang":"en","type":"article","venue":"Polymer-Plastics Technology and Materials","topic":"Conducting polymers and applications","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"PEDOT:PSS; Materials science; Optoelectronics; Polystyrene sulfonate; Conductive polymer; OLED; Work function; Indium tin oxide; Nanotechnology; Thin film; Polymer; Layer (electronics); Composite material","authors":[{"name":"Vibha Sharma","is_ca":false},{"name":"Ekta Arora","is_ca":false},{"name":"M Jaison","is_ca":false},{"name":"Tamanna Vashist","is_ca":false},{"name":"Shweta Jagtap","is_ca":false},{"name":"Arindam Adhikari","is_ca":false},{"name":"Pawan Kumar","is_ca":true},{"name":"Jatis Kumar Dash","is_ca":false},{"name":"Rajkumar Patel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01334204979883296,"gpt":0.2202432564067103,"spread":0.2069012066078773,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004238953,0.0001538005,0.0002889026,0.0001168846,0.0005956785,0.00005142516,0.0001855698,0.000134576,0.00001221313],"category_scores_gemma":[0.0001469952,0.00009832626,0.00001878547,0.0003194597,0.0004528449,0.00008494603,0.0002549015,0.0001084155,4.751863e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009156056,"about_ca_system_score_gemma":0.00006686008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002941745,"about_ca_topic_score_gemma":0.00001368028,"domain_scores_codex":[0.9989739,0.00004663816,0.0003951082,0.0002582076,0.00006698974,0.0002591743],"domain_scores_gemma":[0.9991856,0.0001867621,0.0003162289,0.0002311487,0.00006286282,0.00001739761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004366612,0.00001198745,0.0005240522,0.000264269,0.0000232433,2.320864e-8,0.0002571751,5.2882e-7,0.9961722,0.001797919,0.000005128814,0.0008998095],"study_design_scores_gemma":[0.0001947079,0.00006534028,0.0001183183,0.000307226,0.0001342074,0.000007077539,0.0008533971,0.00001773872,0.997984,0.000159723,0.00005851274,0.00009974852],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993379,0.004354158,0.0008601239,0.0006504452,0.0003914019,0.0002994578,0.00001346233,0.00004151282,0.00001043354],"genre_scores_gemma":[0.9993895,0.0001261144,0.0001692694,0.00003866268,0.00003712555,0.00005854266,8.055827e-7,0.00001347435,0.0001665638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006010437,"threshold_uncertainty_score":0.4581538,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4327647868","doi":"10.1080/25740881.2022.2033770","title":"Thermoplastic Elastomer based on Recycled HDPE/Ground Tire Rubber Interfacially Modified with an Elastomer: Effect of Mixing Sequence and Elastomer Type/Content","year":2022,"lang":"en","type":"article","venue":"Polymer-Plastics Technology and Materials","topic":"Polymer Nanocomposites and Properties","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Elastomer; Composite material; Natural rubber; High-density polyethylene; Thermoplastic elastomer; Polymer blend; Compatibilization; Polyethylene; Copolymer; Polymer","authors":[{"name":"Ali Fazli","is_ca":true},{"name":"Denis Rodrigue","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01856503219426879,"gpt":0.2352961789751124,"spread":0.2167311467808436,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005147432,0.0004637584,0.0007830075,0.0005757495,0.000496911,0.0001018116,0.0004021317,0.0002146336,0.0005369668],"category_scores_gemma":[0.00007941325,0.0003489988,0.00003635752,0.0003968447,0.0007622557,0.000182638,0.0003456348,0.000247349,0.00002152675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005648008,"about_ca_system_score_gemma":0.00008568327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001694256,"about_ca_topic_score_gemma":0.00001783076,"domain_scores_codex":[0.9974799,0.0003935073,0.0005351196,0.0006774223,0.0003541799,0.0005599108],"domain_scores_gemma":[0.9986088,0.0003795194,0.0003605935,0.0004482352,0.00007238431,0.0001304149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004784646,0.0001028678,0.0005415703,0.0001196863,0.00005306638,0.00002651872,0.0001206118,0.00007832891,0.9891776,0.001515426,0.00001169787,0.003468012],"study_design_scores_gemma":[0.001589472,0.006726971,0.0002963065,0.0001486939,0.000158814,0.0001506218,0.00009497137,0.0006488873,0.9894013,0.000107901,0.000231765,0.000444314],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973447,0.0004842551,0.0003368191,0.0001485377,0.0007315637,0.0003595611,0.0002440916,0.0002066642,0.0001438453],"genre_scores_gemma":[0.999083,0.00003158412,0.0002339354,0.0001322942,0.00004058866,0.0001517819,0.00002184069,0.00006330311,0.0002416421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006624104,"threshold_uncertainty_score":0.9998962,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4327525123","doi":"10.1080/25740881.2022.2071162","title":"Synergistic effect between graphene nanoplatelets and carbon black to improve the thermal and mechanical properties of natural rubber nanocomposites","year":2022,"lang":"en","type":"article","venue":"Polymer-Plastics Technology and Materials","topic":"Polymer Nanocomposite Synthesis and Irradiation","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Materials science; Carbon black; Nanocomposite; Fourier transform infrared spectroscopy; Scanning electron microscope; Natural rubber; Composite material; Carbon nanotube; Graphene; Ultimate tensile strength; Raman spectroscopy; Chemical engineering; Nanotechnology","authors":[{"name":"Farnaz Shahamatifard","is_ca":true},{"name":"Denis Rodrigue","is_ca":true},{"name":"Keun-Wan Park","is_ca":false},{"name":"Slim Frikha","is_ca":false},{"name":"Frej Mighri","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004846232474603008,"gpt":0.1945962322091166,"spread":0.1897499997345136,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004956704,0.0002370068,0.0004938864,0.000233761,0.0003624962,0.0000646244,0.0002402332,0.000129305,0.00002640518],"category_scores_gemma":[0.00009366287,0.0001598154,0.00002355311,0.0001907714,0.0004838936,0.0000592036,0.0005723169,0.0001292465,0.000002085855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001476607,"about_ca_system_score_gemma":0.00001885989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008962295,"about_ca_topic_score_gemma":0.000003599972,"domain_scores_codex":[0.9984807,0.0002546981,0.0003778833,0.0003839821,0.0001776786,0.0003251092],"domain_scores_gemma":[0.9992132,0.0002771147,0.0001905803,0.0002315345,0.00002375998,0.0000637971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001923067,0.00002038697,0.0004626922,0.00007843305,0.00003819566,0.000002923945,0.000122273,0.000001252891,0.9952881,0.002102381,0.000003836085,0.0016872],"study_design_scores_gemma":[0.0003598454,0.0005276773,0.001339425,0.00003614868,0.000123022,0.00002463003,0.0000341751,0.00003466211,0.9970202,0.000258511,0.00004645071,0.0001952859],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961628,0.002222809,0.00001283351,0.0004952026,0.0004470166,0.0004588822,0.0001085809,0.0000746892,0.00001720563],"genre_scores_gemma":[0.9996069,0.0000290391,0.00008034075,0.00004827892,0.00005485507,0.0001113327,0.000004748349,0.00002253139,0.00004195881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003444134,"threshold_uncertainty_score":0.6517082,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407204336","doi":"10.1080/25740881.2025.2460206","title":"Biocompatible Graphene Polymer Composites: New Frontiers in Biomedical and Environmental Applications","year":2025,"lang":"en","type":"article","venue":"Polymer-Plastics Technology and Materials","topic":"Graphene and Nanomaterials Applications","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Jewish General Hospital","funders":"","keywords":"Biocompatible material; Graphene; Materials science; Composite material; Polymer; Nanotechnology; Engineering; Biomedical engineering","authors":[{"name":"Maziyar Sabet","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.002501878983137804,"gpt":0.1852547295664697,"spread":0.1827528505833319,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004929458,0.0001732409,0.0002949339,0.0007937231,0.00009174053,0.00003142083,0.000128516,0.0002407083,0.0000336951],"category_scores_gemma":[0.000003321795,0.0001793068,0.00001381461,0.0004455401,0.0002895967,0.00004359935,0.00008102501,0.00007240117,0.000006480511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001466008,"about_ca_system_score_gemma":0.00001401116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003185487,"about_ca_topic_score_gemma":0.000005303556,"domain_scores_codex":[0.9991671,0.00001251525,0.0003088985,0.0002307839,0.00004655529,0.0002340927],"domain_scores_gemma":[0.9996698,0.00003369248,0.00003483621,0.0001901251,0.000003056329,0.00006850465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001184345,0.0000475139,0.003197796,0.00005646721,0.00004857629,0.000001077082,0.00002007377,0.000001496793,0.9703772,0.0212947,0.001106071,0.003837198],"study_design_scores_gemma":[0.0005354815,0.000026723,0.001695088,0.00003794011,0.00004684186,0.000008625982,0.00007932718,0.00009416602,0.9851812,0.008158703,0.003955056,0.0001809149],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9433796,0.008058432,0.04693823,0.0003483851,0.000346017,0.0003503324,0.0002028392,0.0002842211,0.00009195671],"genre_scores_gemma":[0.9958299,0.001215724,0.002517267,0.00004375667,0.0000278753,0.0001884898,0.00008684794,0.00001676267,0.00007342097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05245027,"threshold_uncertainty_score":0.7311918,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388656534","doi":"10.1080/25740881.2023.2277388","title":"Homogeneity study of fluoropolymer films modified by atmospheric pressure nitrogen plasma discharges","year":2023,"lang":"en","type":"article","venue":"Polymer-Plastics Technology and Materials","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval; Hôpital Saint-François d'Assise","funders":"Science and Engineering Research Council","keywords":"Fluoropolymer; Wetting; X-ray photoelectron spectroscopy; Surface energy; Homogeneity (statistics); Materials science; Contact angle; Nitrogen; Atmospheric-pressure plasma; Adhesion; Composite material; Atmospheric pressure; Polymer; Chemical engineering; Plasma; Analytical Chemistry (journal); Chemistry; Organic chemistry","authors":[{"name":"Williams Caceres","is_ca":true},{"name":"Alex Destrieux","is_ca":true},{"name":"Jacopo Profili","is_ca":true},{"name":"Andrée‐Anne Guay‐Bégin","is_ca":true},{"name":"Sethumadhavan Ravichandran","is_ca":false},{"name":"Morgane Laurent","is_ca":false},{"name":"Andrew T. Smith","is_ca":false},{"name":"Gaétan Laroche","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0118894267507874,"gpt":0.2383510941387512,"spread":0.2264616673879638,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003340943,0.0002970114,0.0005983599,0.0001210074,0.0002808183,0.00005546049,0.0004187235,0.000322496,0.0008063769],"category_scores_gemma":[0.0001314922,0.0002602444,0.00003357216,0.0006004018,0.0004327243,0.0001101018,0.0003149305,0.0001072137,0.0001549909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007781404,"about_ca_system_score_gemma":0.00003242543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002672496,"about_ca_topic_score_gemma":0.00001282033,"domain_scores_codex":[0.9979899,0.0001588099,0.0005676533,0.0005606457,0.000261872,0.0004611225],"domain_scores_gemma":[0.9989393,0.0001383409,0.000225648,0.0005325646,0.00006849795,0.00009565561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001232475,0.0003047049,0.002580604,0.00005109937,0.00006116816,0.000005977932,0.0002848209,0.0000396056,0.9939033,0.001465879,0.001017629,0.000161914],"study_design_scores_gemma":[0.0007818184,0.0003032023,0.000386063,0.00001190638,0.00009549846,0.000009046935,0.0009109586,0.000429769,0.9960901,0.0005405261,0.0001792506,0.0002618498],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965565,0.0006111531,0.0001897802,0.0002074735,0.0006831543,0.0004469694,0.0006970934,0.0005460189,0.00006181219],"genre_scores_gemma":[0.9986673,0.0001237438,0.0002429983,0.00001794726,0.00002280116,0.0001286359,0.00004263961,0.00003649963,0.0007174218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002194541,"threshold_uncertainty_score":0.999985,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408326967","doi":"10.1080/25740881.2025.2477106","title":"Enhanced Properties of Aramid/Salinized MWCNT Composites Through Surface Treatment: A Combined Chemical and Microscopic Approach","year":2025,"lang":"en","type":"article","venue":"Polymer-Plastics Technology and Materials","topic":"Advanced ceramic materials synthesis","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"College of Graduate Studies; Kuwait University","keywords":"Aramid; Composite material; Materials science; Fiber","authors":[{"name":"Hawraa Mahmoud Sabti","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009893597597580555,"gpt":0.2351580725008922,"spread":0.2252644749033116,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001459242,0.0003570279,0.0009726563,0.0001459509,0.0001510445,0.00007167119,0.0002448793,0.0003517975,0.00005680638],"category_scores_gemma":[0.0001491414,0.0002866407,0.00002852102,0.0002014272,0.001195005,0.0001120432,0.0002702924,0.00006306867,0.000008117149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003963333,"about_ca_system_score_gemma":0.00005411957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009464176,"about_ca_topic_score_gemma":0.000002330947,"domain_scores_codex":[0.9982085,0.0001035683,0.0006339903,0.0005570008,0.00009719115,0.0003998003],"domain_scores_gemma":[0.999087,0.0001659976,0.0002666051,0.0003764383,0.00006338008,0.00004051617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005351648,0.0001823313,0.00003388171,0.0003709536,0.00005720797,0.000001472272,0.0001670064,0.000003458445,0.981565,0.01690067,0.000007782587,0.0001750547],"study_design_scores_gemma":[0.001387662,0.0001760255,0.00002296661,0.0002071306,0.000116399,0.00001450829,0.0001101444,0.00002013492,0.9945829,0.003088307,0.00003797871,0.0002358756],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923868,0.001806074,0.004094718,0.0002244285,0.0004168263,0.0004897021,0.0001665465,0.0002453807,0.0001695466],"genre_scores_gemma":[0.9838923,0.0004278533,0.01527737,0.00003801337,0.00002081428,0.00007869182,0.00001650668,0.0000249995,0.0002235098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01381236,"threshold_uncertainty_score":0.9999586,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392816640","doi":"10.1080/25740881.2024.2326129","title":"Multifunctional composite materials for electromagnetic interference shielding","year":2024,"lang":"en","type":"article","venue":"Polymer-Plastics Technology and Materials","topic":"Electromagnetic wave absorption materials","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"Electromagnetic shielding; Electromagnetic interference; Composite number; Materials science; Interference (communication); Composite material; Engineering; Electrical engineering","authors":[{"name":"Geetanjali Sethi","is_ca":false},{"name":"Annu Malhotra","is_ca":false},{"name":"Sangeeta Sachdeva","is_ca":false},{"name":"Payal Mehrotra","is_ca":false},{"name":"Yoshit Bargla","is_ca":false},{"name":"Shweta Jagtap","is_ca":false},{"name":"Arindam Adhikari","is_ca":false},{"name":"Pawan Kumar","is_ca":true},{"name":"Jatis Kumar Dash","is_ca":false},{"name":"Rajkumar Patel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009973646500144819,"gpt":0.2441627873311655,"spread":0.2341891408310207,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008141085,0.0004214469,0.0006214097,0.0006488038,0.0002818445,0.000600802,0.000364361,0.000427242,0.002899515],"category_scores_gemma":[0.0003086682,0.0003882789,0.00004798529,0.0003021828,0.0004370646,0.0002271312,0.0002253723,0.0001307628,0.0003567179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000685285,"about_ca_system_score_gemma":0.0001004404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002555268,"about_ca_topic_score_gemma":0.000005570719,"domain_scores_codex":[0.997303,0.0001155474,0.00077941,0.0008115135,0.0002317917,0.0007587118],"domain_scores_gemma":[0.9987862,0.0004724345,0.0001681743,0.0003328763,0.0001390264,0.00010131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001951614,0.00003375717,0.000004829224,0.0003016613,0.00003264837,0.00001280171,0.00004079375,5.887797e-7,0.9124652,0.08586544,0.0006249314,0.0004221731],"study_design_scores_gemma":[0.0004373177,0.0007617198,0.00008822087,0.0002130841,0.0001142026,0.0002662651,0.00002160976,0.00003039016,0.9786808,0.01780375,0.001176335,0.0004063192],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829418,0.001357892,0.008513061,0.0009648595,0.003999,0.0005656126,0.0006267742,0.0009242106,0.0001067762],"genre_scores_gemma":[0.9919205,0.0001156342,0.005988009,0.0001217577,0.00041865,0.0003687093,0.00007785275,0.00007174998,0.0009171369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06806169,"threshold_uncertainty_score":0.9998569,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385429168","doi":"10.1080/25740881.2023.2237101","title":"Towards a More Conductive and Stronger Cellulose-CNTs Composite Film through Controlling the Texture","year":2023,"lang":"en","type":"article","venue":"Polymer-Plastics Technology and Materials","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal; Institut National de la Recherche Scientifique","funders":"","keywords":"Sonication; Carbon nanotube; Dispersion (optics); Materials science; Suspension (topology); Composite number; Composite material; Viscosity; Chemical engineering; Cellulose","authors":[{"name":"Hamed Arab","is_ca":true},{"name":"Mohammad Ebrahim Karkhanehchin","is_ca":false},{"name":"Maryam Mokhtarifar","is_ca":true},{"name":"Daria C. Boffito","is_ca":true},{"name":"Majid Baniadam","is_ca":false},{"name":"Morteza Maghrebi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01938745197235541,"gpt":0.291476346317422,"spread":0.2720888943450666,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003683457,0.0002966049,0.0005331413,0.0001820785,0.0005608487,0.0001156826,0.0002973004,0.0002514462,0.0001309637],"category_scores_gemma":[0.000323659,0.0001983704,0.00002664109,0.0003717497,0.001671462,0.0001742364,0.0006774805,0.000229017,0.0000938505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002349235,"about_ca_system_score_gemma":0.00003800857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004863965,"about_ca_topic_score_gemma":0.000005821299,"domain_scores_codex":[0.9981536,0.0001095322,0.0003315344,0.0004992542,0.0002437687,0.0006622695],"domain_scores_gemma":[0.9989371,0.0004374382,0.0001612425,0.0003072246,0.00009181947,0.00006520944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001038969,0.00001858334,0.00007601034,0.00006589135,0.00006114495,0.00003929899,0.0005437477,0.00001083784,0.9806622,0.01762464,0.0003475884,0.0004461104],"study_design_scores_gemma":[0.0006501435,0.0001136806,0.0004114786,0.00005118809,0.0000596975,0.00004131398,0.001286272,0.00009580427,0.9852628,0.010833,0.0009695222,0.0002250806],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904907,0.002706556,0.001787028,0.00304991,0.0005561334,0.0004353595,0.00036181,0.0003962535,0.0002162068],"genre_scores_gemma":[0.9973339,0.0008090162,0.0008328453,0.00009756594,0.00009537635,0.0001297966,0.00001880356,0.00003067024,0.0006520703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006843113,"threshold_uncertainty_score":0.8089311,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416364019","doi":"10.1080/25740881.2025.2584992","title":"Functional Biofilms Based on CMC for Biodegradable Applications: Effect of GMA, AAM, and ZnO Nanoparticles","year":2025,"lang":"en","type":"article","venue":"Polymer-Plastics Technology and Materials","topic":"Bone Tissue Engineering Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Innovation Cluster (Canada)","funders":"Universidad de Guanajuato","keywords":"Nanoparticle; Biofilm; Zinc; Deposition (geology)","authors":[{"name":"Juana Elizabeth Reyes-Martínez","is_ca":false},{"name":"Tushar Janardan Pawar","is_ca":true},{"name":"Enrique Delgado‐Alvarado","is_ca":false},{"name":"Ricardo Navarro","is_ca":false},{"name":"Javier Vallejo Montesinos","is_ca":false},{"name":"David Contreras López","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003973265513581529,"gpt":0.2005290866147456,"spread":0.196555821101164,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001636863,0.0001732092,0.0003345881,0.0003537475,0.00006392873,0.00002284912,0.00007159846,0.0002035686,0.00003084446],"category_scores_gemma":[0.00007458222,0.0001595148,0.00001633203,0.000187138,0.0001301617,0.00002859605,0.00003031618,0.00004473282,0.000005354118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001148108,"about_ca_system_score_gemma":0.00000980889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003875412,"about_ca_topic_score_gemma":6.292711e-7,"domain_scores_codex":[0.9993114,0.00001511689,0.0002533676,0.0001805995,0.00004681019,0.000192706],"domain_scores_gemma":[0.9994316,0.0003002195,0.00004039911,0.0001825342,0.0000186769,0.00002658675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009405554,0.00001567725,0.00007035068,0.0006626742,0.00004179016,3.595042e-7,0.000002350904,0.0004140181,0.9788818,0.01779708,0.0003292186,0.001690637],"study_design_scores_gemma":[0.0006275479,0.0001720288,0.0001638042,0.00008069326,0.00006376125,0.000002737362,0.00000295726,0.001154596,0.9955916,0.0007959583,0.00121935,0.0001249032],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9654807,0.001384353,0.03089545,0.0001728462,0.0006658185,0.0005637369,0.0002585523,0.0004987058,0.00007976586],"genre_scores_gemma":[0.9975975,0.00004443841,0.00169441,0.00001247087,0.00002812036,0.0004722872,0.00002048252,0.00002276761,0.0001075907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03211666,"threshold_uncertainty_score":0.6504823,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7083673264","doi":"10.1080/25740881.2025.2563157","title":"Investigation of Treated Cellulose Filaments as Flame Retardants in Rigid Insulating Polyurethane Foam","year":2025,"lang":"en","type":"article","venue":"Polymer-Plastics Technology and Materials","topic":"Data Analysis with R","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Polyurethane; Cellulose; Composite number; Fire retardant; Deformation (meteorology)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.00815413211621609,"gpt":0.2359019191130717,"spread":0.2277477869968556,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002881711,0.0001794466,0.0004350269,0.001128357,0.00005728632,0.00005583488,0.0005013697,0.0002613338,0.00002081776],"category_scores_gemma":[0.0003197474,0.0001729203,0.00001985529,0.001269634,0.0002273225,0.000218855,0.0004176523,0.0001120271,0.00001448536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000269421,"about_ca_system_score_gemma":0.00007033152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002842185,"about_ca_topic_score_gemma":0.0000286881,"domain_scores_codex":[0.9985333,0.00009591456,0.0005684415,0.0004023089,0.0001317348,0.0002682683],"domain_scores_gemma":[0.9990373,0.0001231017,0.0002718456,0.0004759658,0.00005108217,0.00004075337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002897204,0.00002724262,0.01366789,0.00005957529,0.00005499151,0.00001848671,0.00009439048,0.00000153775,0.9078933,0.07608619,0.00006182087,0.002005586],"study_design_scores_gemma":[0.0005065768,0.00007888817,0.005625289,0.0001557665,0.00003736097,0.000008424033,0.00001692769,0.000665005,0.9748983,0.01784728,0.00002898752,0.0001311458],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916791,0.0002394317,0.006763934,0.0004981371,0.0002558037,0.000146188,0.00003273283,0.0001372327,0.0002474731],"genre_scores_gemma":[0.9953972,0.00003603578,0.004096352,0.0000859942,0.000008205926,0.00001621966,0.00003360902,0.000007190804,0.0003192137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06700502,"threshold_uncertainty_score":0.7051486,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}