{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":33,"total_is_capped":false,"direct_labels_cover":1,"predictions_cover":33,"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":"c672fa1f5f72","filters":{"venue":"Progress in Polymer Science"}},"results":[{"id":"W2059474375","doi":"10.1016/j.progpolymsci.2012.04.003","title":"Biocomposites reinforced with natural fibers: 2000–2010","year":2012,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":4085,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Biocomposite; Materials science; Petrochemical; Composite material; Natural fiber; Fiber; Composite number; Waste management; Engineering","authors":[{"name":"Omar Faruk","is_ca":true},{"name":"Andrzej K. Błędzki","is_ca":false},{"name":"Hans‐Peter Fink","is_ca":false},{"name":"Mohini Sain","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009370178800301119,"gpt":0.2583864708682835,"spread":0.2490162920679824,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005725493,0.0003773426,0.000144061,0.0008871146,0.0003094155,0.0004479117,0.0002379829,0.0005603045,0.00142959],"category_scores_gemma":[0.0004400325,0.0001417613,0.0001454827,0.0005082859,0.0003284242,0.0009062614,0.0002917934,0.0004908064,0.0005667055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001277352,"about_ca_system_score_gemma":0.0006546832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00478255,"about_ca_topic_score_gemma":0.0108988,"domain_scores_codex":[0.9998453,0.000005294474,0.00001423382,0.00003274908,0.00006337867,0.00003902588],"domain_scores_gemma":[0.9996952,0.00003051027,0.00005566396,0.00001370923,0.0001290201,0.00007585901],"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":[0.001895562,0.0005639815,0.006042318,0.0003267685,0.0000461327,0.000274197,0.0001970653,0.0008161647,0.9145591,0.000701096,0.003497863,0.07107972],"study_design_scores_gemma":[0.00004124885,0.0008313063,0.06311572,0.00006815186,0.0001034958,0.0003945277,0.0001188799,0.001021443,0.8712436,0.0002373529,0.06279235,0.00003194332],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9665779,0.008911877,0.002549724,0.0003238169,0.0002618296,0.00006228637,0.00121811,0.0001319153,0.01996254],"genre_scores_gemma":[0.9635481,0.006008756,0.003158757,0.0002450303,0.00006188086,0.00005618819,0.004051764,0.00007038322,0.02279923],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.00478255,"threshold_uncertainty_score":0.009509444,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2094424219","doi":"10.1016/j.progpolymsci.2008.05.004","title":"Processing technologies for poly(lactic acid)","year":2008,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":2694,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Bioplastic; Polyester; Materials science; Compounding; Polylactic acid; Extrusion; Thermoforming; Thermoplastic; Lactic acid; Molding (decorative); Biodegradable polymer; Rheology; Composite material; Polymer science; Polymer; Waste management","authors":[{"name":"Loong‐Tak Lim","is_ca":true},{"name":"Rafael Auras","is_ca":false},{"name":"Maria Rubino","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03758496943198129,"gpt":0.2786949208048847,"spread":0.2411099513729034,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003112066,0.0007349835,0.0002805424,0.0007662621,0.0004711804,0.0009469489,0.0004249051,0.0004376854,0.003659676],"category_scores_gemma":[0.0003490502,0.0004263294,0.000361715,0.000706976,0.0002659624,0.001855151,0.0006268875,0.001666032,0.003092715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005797609,"about_ca_system_score_gemma":0.0007104151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003840068,"about_ca_topic_score_gemma":0.0008181545,"domain_scores_codex":[0.9996716,0.00003213189,0.00002711723,0.00006671884,0.0001450549,0.00005740849],"domain_scores_gemma":[0.9998534,0.00002163671,0.00004916123,0.00001533213,0.00004194377,0.00001859627],"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":[0.00008401625,0.00008223557,0.0001446828,0.000985626,0.00001052057,0.0001612242,0.000140662,0.0004616788,0.9072385,0.00671088,0.001087889,0.08289208],"study_design_scores_gemma":[0.00001291132,0.0001244162,0.0002746032,0.00005662144,0.00001443621,0.0002373917,0.00004329694,0.0007721143,0.9327948,0.001294591,0.06436189,0.00001295966],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2741372,0.1352724,0.4859448,0.002705916,0.00210921,0.0009603678,0.0009825203,0.001294728,0.0965929],"genre_scores_gemma":[0.5742652,0.1141355,0.2483242,0.001500218,0.0006478127,0.0006919667,0.001916492,0.0004013158,0.05811724],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003659676,"threshold_uncertainty_score":0.01224279,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2040784316","doi":"10.1016/j.progpolymsci.2008.01.002","title":"The development of microgels/nanogels for drug delivery applications","year":2008,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1587,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Carnegie Mellon University","keywords":"Nanogel; Bioconjugation; Biocompatibility; Drug delivery; Nanotechnology; Materials science; Self-healing hydrogels; Microfluidics; Polymer; Biomolecule; Polymer chemistry","authors":[{"name":"Jung Kwon Oh","is_ca":false},{"name":"Ray Drumright","is_ca":false},{"name":"Daniel J. Siegwart","is_ca":false},{"name":"Krzysztof Matyjaszewski","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01853945015926735,"gpt":0.2682591145737884,"spread":0.2497196644145211,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003016824,0.0003068963,0.000152652,0.0002439189,0.0001177954,0.0003067144,0.0001788069,0.0003109755,0.0009235096],"category_scores_gemma":[0.0002114609,0.0001861851,0.0002379849,0.00008898364,0.0001860816,0.0004935674,0.000226629,0.0004560178,0.0003275599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003085351,"about_ca_system_score_gemma":0.0002270801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002998784,"about_ca_topic_score_gemma":0.0005901812,"domain_scores_codex":[0.9999347,0.000007765429,0.000006219872,0.00001977652,0.00001830952,0.00001317405],"domain_scores_gemma":[0.9999125,0.00002394385,0.00001798656,0.000009633672,0.00001856661,0.00001736802],"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":[0.00002381,0.00001468921,0.00003418156,0.00007450136,0.000004336851,0.00002977954,0.00002164058,0.000198434,0.9908468,0.0005941433,0.00007610826,0.008081535],"study_design_scores_gemma":[0.000005027458,0.00004394494,0.00009622544,0.000005060948,0.00000432159,0.00004219978,0.000005211342,0.0005420957,0.9955978,0.00006641281,0.003588392,0.000003437107],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8455905,0.03023575,0.1085936,0.001176997,0.0004987416,0.0003025778,0.0003512635,0.0007412645,0.01250923],"genre_scores_gemma":[0.906437,0.009858981,0.06945349,0.00045348,0.00007724293,0.000134461,0.0002167652,0.0001496354,0.01321888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009235096,"threshold_uncertainty_score":0.003089488,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1968952657","doi":"10.1016/j.progpolymsci.2012.07.005","title":"Poly(lactic acid) crystallization","year":2012,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":1555,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; National Research Council Canada; Université de Sherbrooke","funders":"","keywords":"Crystallization; Crystallinity; Materials science; Nucleation; Chemical engineering; Lactic acid; Polyester; Melting point; Polymer chemistry; Polymer science; Chemistry; Composite material; Organic chemistry","authors":[{"name":"Sajjad Saeidlou","is_ca":true},{"name":"Michel A. Huneault","is_ca":true},{"name":"Hongbo Li","is_ca":true},{"name":"Chul B. Park","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02624260128942235,"gpt":0.2702432133377339,"spread":0.2440006120483115,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004539491,0.0005016293,0.0004147384,0.0004301087,0.0004663072,0.0008220808,0.0003357513,0.0002377173,0.003077619],"category_scores_gemma":[0.0004451893,0.0003066115,0.0002837072,0.0007276186,0.0003981246,0.0009302611,0.0007185654,0.001172113,0.002290998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008971368,"about_ca_system_score_gemma":0.001128272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001342573,"about_ca_topic_score_gemma":0.001795521,"domain_scores_codex":[0.999474,0.00006540098,0.00004017354,0.0001082125,0.0002360378,0.0000762365],"domain_scores_gemma":[0.9998248,0.0000326399,0.00003587939,0.00004269536,0.0000375721,0.0000264131],"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":[0.0001761157,0.0001067219,0.000222417,0.0004533764,0.00001476891,0.0001406104,0.0001916694,0.001064037,0.8982494,0.01064399,0.002771935,0.0859649],"study_design_scores_gemma":[0.0000232435,0.00005130513,0.0002479321,0.00002180578,0.00000861644,0.0001187853,0.00001731544,0.001068549,0.9391946,0.0006241208,0.05861304,0.00001067652],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4635717,0.06489214,0.2877064,0.00289362,0.00157718,0.00063441,0.001375808,0.003838608,0.1735101],"genre_scores_gemma":[0.7324458,0.04608732,0.1129973,0.0007244673,0.0002470706,0.0004204764,0.002132293,0.0008524443,0.1040928],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003077619,"threshold_uncertainty_score":0.01029569,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3155136193","doi":"10.1016/j.progpolymsci.2021.101395","title":"Challenges and new opportunities on barrier performance of biodegradable polymers for sustainable packaging","year":2021,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":847,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"Ontario Ministry of Economic Development, Job Creation and Trade; Natural Sciences and Engineering Research Council of Canada; Ontario Ministry of Agriculture, Food and Rural Affairs","keywords":"Biodegradable polymer; Materials science; Nanotechnology; Environmentally friendly; Food packaging; Moisture; Polymer; Biochemical engineering; Composite material; Mechanical engineering; Engineering","authors":[{"name":"Feng Wu","is_ca":true},{"name":"Manjusri Misra","is_ca":true},{"name":"Amar K. Mohanty","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0763891037181563,"gpt":0.2761376049382723,"spread":0.199748501220116,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001008637,0.0006093581,0.0008333978,0.0007031632,0.0003415965,0.00120682,0.0006045224,0.001124102,0.002276517],"category_scores_gemma":[0.0008220259,0.0003325884,0.0005578878,0.0007867095,0.0006125963,0.003461352,0.000539311,0.001768131,0.0008527518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005246424,"about_ca_system_score_gemma":0.0007531045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004293534,"about_ca_topic_score_gemma":0.0006828945,"domain_scores_codex":[0.9996184,0.00006309849,0.0000371856,0.00007127549,0.0001550185,0.00005492714],"domain_scores_gemma":[0.9993929,0.0003454973,0.00007995636,0.00002320757,0.0001339229,0.00002453863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001734622,0.0002630523,0.0009905142,0.03598867,0.00009802192,0.001198653,0.0006430051,0.006894919,0.2405705,0.08727648,0.009375309,0.6165274],"study_design_scores_gemma":[0.00001767982,0.001053003,0.002291424,0.004281369,0.0001997731,0.002422042,0.0009545112,0.008785946,0.172119,0.03649299,0.7712436,0.0001387568],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01224111,0.9725634,0.006731139,0.001951444,0.0003692995,0.00001324817,0.00005218346,0.00006069683,0.006017581],"genre_scores_gemma":[0.04849544,0.9437311,0.004942364,0.0004475998,0.0003133547,0.00002444897,0.00006294499,0.00002009909,0.001962714],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002276517,"threshold_uncertainty_score":0.007615685,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2113698449","doi":"10.1016/j.progpolymsci.2014.01.003","title":"State-of-the-art membrane based CO2 separation using mixed matrix membranes (MMMs): An overview on current status and future directions","year":2014,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":845,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Membrane; Gas separation; Polymer; Materials science; Nanoparticle; Thermal stability; Polymeric membrane; Nanotechnology; Membrane technology; Chemical engineering; Matrix (chemical analysis); Selectivity; Chemistry; Engineering; Organic chemistry; Catalysis; Composite material","authors":[{"name":"Mashallah Rezakazemi","is_ca":false},{"name":"Abtin Ebadi Amooghin","is_ca":false},{"name":"Mohammad Mehdi Montazer-Rahmati","is_ca":false},{"name":"Ahmad Fauzi Ismail","is_ca":false},{"name":"Takeshi Matsuura","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02309378287582901,"gpt":0.3229194084331315,"spread":0.2998256255573025,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002394538,0.001138678,0.001792672,0.001594229,0.0004090185,0.002529636,0.001669525,0.001502037,0.002776232],"category_scores_gemma":[0.001124522,0.0006081872,0.0008407139,0.001947364,0.0006491554,0.00388091,0.001136363,0.001485714,0.001591562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009240747,"about_ca_system_score_gemma":0.001224555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000984458,"about_ca_topic_score_gemma":0.001577475,"domain_scores_codex":[0.9990741,0.0001312426,0.00007293428,0.000239659,0.0003771544,0.0001048457],"domain_scores_gemma":[0.9989138,0.0005652337,0.0001575162,0.0000551644,0.0002398805,0.00006847836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007383881,0.0003716255,0.001200614,0.01995873,0.0001990878,0.0001945518,0.0002064824,0.00232035,0.1515766,0.008493205,0.005807307,0.8089332],"study_design_scores_gemma":[0.00003892327,0.001734342,0.002686707,0.002668762,0.0004735601,0.001347328,0.0004940282,0.01350436,0.4273416,0.007439632,0.5420395,0.000231151],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01165461,0.9665876,0.01472159,0.0007420644,0.0001747232,0.0000348809,0.0001176561,0.0001660229,0.005800813],"genre_scores_gemma":[0.04790041,0.9231419,0.02426271,0.000369298,0.0004525848,0.00006965488,0.0004542966,0.0000614466,0.003287687],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002776232,"threshold_uncertainty_score":0.01266372,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2010916632","doi":"10.1016/j.progpolymsci.2011.06.001","title":"Sulfonated hydrocarbon membranes for medium-temperature and low-humidity proton exchange membrane fuel cells (PEMFCs)","year":2011,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":669,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada","funders":"Ministry of Education, Science and Technology; National Research Foundation of Korea; National Research Foundation","keywords":"Proton exchange membrane fuel cell; Nafion; Membrane; Polymer; Materials science; Chemical engineering; Ionomer; Membrane electrode assembly; Hydrocarbon; Copolymer; Fabrication; Polymer chemistry; Electrochemistry; Nanotechnology; Electrode; Chemistry; Organic chemistry; Composite material; Electrolyte","authors":[{"name":"Chi Hoon Park","is_ca":false},{"name":"Young Moo Lee","is_ca":false},{"name":"Michael D. Guiver","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01205021483345485,"gpt":0.2197799033371892,"spread":0.2077296885037344,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002811264,0.0003789514,0.0002331934,0.0001830134,0.0003151327,0.0003190323,0.0001680758,0.000382211,0.002152632],"category_scores_gemma":[0.000166472,0.0001379724,0.0002378059,0.0001512994,0.0002359191,0.0007713289,0.0003457725,0.0003971856,0.0009265389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002557776,"about_ca_system_score_gemma":0.0002934682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000361778,"about_ca_topic_score_gemma":0.001189907,"domain_scores_codex":[0.999884,0.0000189453,0.00001087339,0.00001341595,0.00004806732,0.00002471839],"domain_scores_gemma":[0.999929,0.00001054502,0.00001659008,0.000007052799,0.00002483642,0.00001205187],"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":[0.0002373325,0.0000275648,0.0002140911,0.0003636776,0.00001246976,0.00009623374,0.0000436938,0.0003285923,0.9805303,0.00159122,0.0005965538,0.01595837],"study_design_scores_gemma":[0.000007059078,0.0001123116,0.000215921,0.000007947172,0.000007305788,0.00007434632,0.00002682808,0.0005642978,0.9919214,0.0001139337,0.006943838,0.000004820231],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9648504,0.01103063,0.01305364,0.0008100301,0.0003648987,0.00005953176,0.0004191468,0.0002621462,0.009149487],"genre_scores_gemma":[0.9809796,0.004842941,0.005619769,0.0001393644,0.00006926608,0.00002152235,0.0004482336,0.0000259722,0.007853343],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.002152632,"threshold_uncertainty_score":0.007201254,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2050655524","doi":"10.1016/j.progpolymsci.2011.08.001","title":"ATRP in the design of functional materials for biomedical applications","year":2011,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":611,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"National Institute of Biomedical Imaging and Bioengineering; Natural Sciences and Engineering Research Council of Canada; Israel National Road Safety Authority; Korea Science and Engineering Foundation; Canada Research Chairs; Concordia University; Ministry of Education, Science and Technology; National Science Foundation","keywords":"Nanotechnology; Atom-transfer radical-polymerization; Drug delivery; Materials science; Self-healing hydrogels; Polymer; Nanomaterials; Copolymer; Polymer chemistry","authors":[{"name":"Daniel J. Siegwart","is_ca":false},{"name":"Jung Kwon Oh","is_ca":true},{"name":"Krzysztof Matyjaszewski","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04805303598136729,"gpt":0.2870026933571911,"spread":0.2389496573758238,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001059682,0.0004193244,0.0003488461,0.0003429943,0.0002734486,0.0004988434,0.0007659114,0.0008945756,0.002321166],"category_scores_gemma":[0.0004412573,0.0003957862,0.0002382317,0.0003004754,0.0005304064,0.001401958,0.0005467958,0.001031948,0.001476932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003526882,"about_ca_system_score_gemma":0.0002531603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002072215,"about_ca_topic_score_gemma":0.0002586818,"domain_scores_codex":[0.9997798,0.00006539791,0.0000149261,0.00005570409,0.00005552165,0.00002866083],"domain_scores_gemma":[0.9998935,0.00005541581,0.00001608226,0.00001327312,0.00001375523,0.000007979303],"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":[0.0004391205,0.000179959,0.000280807,0.00209528,0.00003279494,0.0008624514,0.0002947581,0.009033036,0.683306,0.1037959,0.003534874,0.196145],"study_design_scores_gemma":[0.00007671114,0.000695713,0.0003202544,0.0001397421,0.00004003891,0.0007208122,0.00007539555,0.01274859,0.8420141,0.01479153,0.1283426,0.00003459878],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2836307,0.1674487,0.4583846,0.004889836,0.001094364,0.0003599509,0.0005155149,0.0009895267,0.08268687],"genre_scores_gemma":[0.7058001,0.08633683,0.1626231,0.001047899,0.0004983679,0.0004397506,0.0004107586,0.0002516978,0.04259153],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002321166,"threshold_uncertainty_score":0.007765055,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2033500078","doi":"10.1016/j.progpolymsci.2007.11.002","title":"Controlled/living radical polymerization in aqueous dispersed systems","year":2007,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":571,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Miniemulsion; Chain transfer; Polymerization; Reversible addition−fragmentation chain-transfer polymerization; Radical polymerization; Living free-radical polymerization; Aqueous solution; Emulsion polymerization; Polymer chemistry; Chemistry; Atom-transfer radical-polymerization; Living polymerization; Materials science; Polymer; Organic chemistry","authors":[{"name":"Michael F. Cunningham","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007443488549592441,"gpt":0.265317678082639,"spread":0.2578741895330466,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003205332,0.0002404245,0.0002091603,0.0001458587,0.00019155,0.0004244102,0.0003579512,0.0003047306,0.002066173],"category_scores_gemma":[0.0002670028,0.000164085,0.0001155897,0.000105076,0.0003592786,0.0009570558,0.0003172038,0.0006838259,0.0003975798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003277196,"about_ca_system_score_gemma":0.0001279837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002245345,"about_ca_topic_score_gemma":0.0003682073,"domain_scores_codex":[0.9998534,0.00001695828,0.00001076194,0.0000568593,0.00004238129,0.00001959961],"domain_scores_gemma":[0.9998947,0.00003572061,0.00002406397,0.0000166452,0.00001447878,0.0000143651],"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":[0.00004619528,0.00003402785,0.0000386092,0.00005858088,0.000003372071,0.00003715873,0.00005232545,0.000253169,0.9940723,0.0009785275,0.0000863687,0.004339484],"study_design_scores_gemma":[0.00002995542,0.0001351064,0.0001167787,0.000003217003,0.000004393169,0.00002738427,0.00000787846,0.002110346,0.9954698,0.0001663039,0.001923986,0.000004969365],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791183,0.002006676,0.01509919,0.0001292199,0.00007226873,0.00003925231,0.00007794479,0.0002342474,0.003222886],"genre_scores_gemma":[0.9895922,0.0006396288,0.004831606,0.0000435463,0.00003343087,0.00002819605,0.00007658447,0.00004146335,0.004713277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002066173,"threshold_uncertainty_score":0.006911993,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2028466812","doi":"10.1016/j.progpolymsci.2014.04.001","title":"Poly (lactic acid) foaming","year":2014,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":517,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Materials science; Polyester; Polylactic acid; Lactic acid; Polystyrene; Blowing agent; Polymer; Biocompatibility; Composite material; Foaming agent; Thermoplastic; Expanded polystyrene; Porosity; Polyurethane","authors":[{"name":"Mohammadreza Nofar","is_ca":true},{"name":"Chul B. Park","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01865247094318739,"gpt":0.2565226348484557,"spread":0.2378701639052683,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003220089,0.0003308074,0.0002126924,0.0005042946,0.0002247901,0.0005434075,0.0002309707,0.0003330234,0.002543285],"category_scores_gemma":[0.0003564352,0.0001327782,0.000195511,0.0004364189,0.0003033807,0.0009783328,0.0003727691,0.0005359238,0.000902518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003570385,"about_ca_system_score_gemma":0.0003557502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004467253,"about_ca_topic_score_gemma":0.0005869122,"domain_scores_codex":[0.9997168,0.00004048627,0.00001860285,0.00005061246,0.0001163574,0.0000571492],"domain_scores_gemma":[0.9998124,0.00004534347,0.00003523898,0.000019439,0.00005948005,0.00002811952],"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":[0.0002146722,0.0001149958,0.0003555087,0.0006853257,0.00001163462,0.0001633237,0.0001264298,0.0005749445,0.7310825,0.007377093,0.001288342,0.2580053],"study_design_scores_gemma":[0.00001143008,0.0002748727,0.0005461437,0.00005531268,0.00001398326,0.0002120123,0.00003548154,0.001333812,0.9297225,0.001088,0.06669277,0.00001364726],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5971791,0.2128029,0.1065826,0.002029351,0.001259075,0.0001147796,0.0002303095,0.0009527602,0.07884917],"genre_scores_gemma":[0.9036957,0.04380234,0.02523699,0.0003883639,0.0002561595,0.00005156104,0.0002747611,0.0001076935,0.02618646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002543285,"threshold_uncertainty_score":0.008508086,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"split"},{"id":"W2071436231","doi":"10.1016/j.progpolymsci.2010.08.005","title":"Iron oxide-based superparamagnetic polymeric nanomaterials: Design, preparation, and biomedical application","year":2010,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Nanoparticle-Based Drug Delivery","field":"Materials Science","cited_by":420,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Concordia University","keywords":"Nanomaterials; Superparamagnetism; Nanotechnology; Materials science; Polymer; Nanoparticle; Polymerization; Drug delivery; Magnetic nanoparticles; Surface modification; Iron oxide nanoparticles; Targeted drug delivery; Iron oxide; Biosensor; Chemical engineering; Magnetization","authors":[{"name":"Jung Kwon Oh","is_ca":true},{"name":"Jong Myung Park","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008760830895524123,"gpt":0.2697621609223109,"spread":0.2610013300267868,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000297027,0.0002706652,0.0001444285,0.000222251,0.0001496863,0.0001992773,0.000251314,0.0004332047,0.000422796],"category_scores_gemma":[0.0002509723,0.0002050747,0.0001122674,0.00007384139,0.0002240572,0.0003463041,0.000123188,0.0003165772,0.0001923677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002329748,"about_ca_system_score_gemma":0.0001553229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001762722,"about_ca_topic_score_gemma":0.0003486004,"domain_scores_codex":[0.9999411,0.00001114476,0.000003942931,0.00001790803,0.00001652792,0.00000931791],"domain_scores_gemma":[0.9999382,0.00002119615,0.00001479431,0.000004661179,0.00001197567,0.000009220505],"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":[0.00007496665,0.00003778627,0.00007024924,0.00009308847,0.000003702834,0.00005646009,0.00002176428,0.0002156014,0.9883651,0.0006559641,0.000119696,0.01028572],"study_design_scores_gemma":[0.00001423596,0.0002251377,0.0004767634,0.000006003111,0.00001231597,0.0002060846,0.000008028409,0.002016786,0.9917608,0.0002224687,0.005045034,0.000006334577],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9124456,0.02549087,0.05339647,0.000933036,0.0001478852,0.0001204352,0.00009818712,0.0003428817,0.007024599],"genre_scores_gemma":[0.946851,0.008536901,0.03779883,0.0002348732,0.00007739638,0.0001049585,0.0001240595,0.00005018405,0.006221804],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0004332047,"threshold_uncertainty_score":0.001690388,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2912349112","doi":"10.1016/j.progpolymsci.2019.02.001","title":"Polyimides in membrane gas separation: Monomer’s molecular design and structural engineering","year":2019,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":385,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Gas separation; Membrane; Materials science; Monomer; Diamine; Polymer chemistry; Polymer; Chemical engineering; Polyimide; Polyamide; Permeation; Chemistry; Nanotechnology; Composite material","authors":[{"name":"Hamidreza Sanaeepur","is_ca":false},{"name":"Abtin Ebadi Amooghin","is_ca":false},{"name":"Samaneh Bandehali","is_ca":false},{"name":"Abdolreza Moghadassi","is_ca":false},{"name":"Takeshi Matsuura","is_ca":true},{"name":"Bart Van der Bruggen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007988613687122373,"gpt":0.2489357294098051,"spread":0.2409471157226827,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004695669,0.0004485964,0.0002118789,0.0002506647,0.0002306958,0.0003502432,0.0004307885,0.0004752653,0.00163277],"category_scores_gemma":[0.0002677819,0.0002784716,0.0001870449,0.0003207872,0.0003899914,0.001057253,0.0002893307,0.001151438,0.000560454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006035101,"about_ca_system_score_gemma":0.0003657526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004431644,"about_ca_topic_score_gemma":0.0006227606,"domain_scores_codex":[0.9998699,0.00002486623,0.000007708088,0.00002912141,0.00004645925,0.00002185905],"domain_scores_gemma":[0.9999195,0.00002259187,0.00001632937,0.000009297381,0.00002107683,0.00001116382],"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":[0.0003355026,0.000498649,0.0004165554,0.001166183,0.00002182798,0.0001549471,0.0002244761,0.008911266,0.7946689,0.09462003,0.001485656,0.09749603],"study_design_scores_gemma":[0.00002260979,0.0002938879,0.0004091913,0.00005850702,0.00001639652,0.000116419,0.0000273476,0.00796577,0.9401972,0.003573844,0.04729535,0.00002335005],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6715273,0.1364146,0.1264601,0.004256426,0.0006961537,0.0002022892,0.0002587281,0.000326202,0.05985828],"genre_scores_gemma":[0.8257881,0.08918961,0.05378572,0.0005069154,0.0002554877,0.0002219645,0.0002505769,0.0001137774,0.02988794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00163277,"threshold_uncertainty_score":0.00546217,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2979126343","doi":"10.1016/j.progpolymsci.2019.101166","title":"Superhydrophilic and underwater superoleophobic membranes - A review of synthesis methods","year":2019,"lang":"en","type":"review","venue":"Progress in Polymer Science","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":376,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Resources Canada; Iran National Science Foundation","keywords":"Superhydrophilicity; Biofouling; Membrane; Petrochemical; Wetting; Materials science; Chemical engineering; Fouling; Adsorption; Wastewater; Petroleum industry; Membrane fouling; Industrial wastewater treatment; Papermaking; Waste management; Environmental science; Environmental engineering; Chemistry; Composite material; Organic chemistry; Engineering","authors":[{"name":"Soheil Zarghami","is_ca":false},{"name":"Toraj Mohammadi","is_ca":false},{"name":"Mohtada Sadrzadeh","is_ca":true},{"name":"Bart Van der Bruggen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07440265817195546,"gpt":0.4018235928624161,"spread":0.3274209346904606,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005553198,0.001112196,0.001351047,0.002599194,0.00027164,0.0008339345,0.0008042503,0.0008885658,0.00223247],"category_scores_gemma":[0.0004330367,0.0004760101,0.000524178,0.002907074,0.0003904823,0.001634579,0.0006911525,0.001349957,0.00139009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005671938,"about_ca_system_score_gemma":0.0009632137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008597981,"about_ca_topic_score_gemma":0.001871995,"domain_scores_codex":[0.9997935,0.00001987578,0.00003080989,0.0000456337,0.00008733302,0.00002275777],"domain_scores_gemma":[0.9998075,0.00008002632,0.00004409201,0.000007404878,0.00004638711,0.00001461337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008526129,0.0001812748,0.0001367535,0.0396597,0.0001053234,0.0001694378,0.00004738311,0.0004793997,0.0153244,0.005356457,0.01461503,0.9238396],"study_design_scores_gemma":[0.0000268704,0.0002314919,0.001065913,0.004389007,0.0001871033,0.001057243,0.00005857578,0.0003553485,0.01036955,0.002261085,0.9799407,0.00005714416],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001826885,0.9988562,0.0002497139,0.00009163177,0.0001097726,0.000005159774,0.00002123189,0.000005728253,0.0004778379],"genre_scores_gemma":[0.0006808309,0.9981998,0.0004024132,0.00007402534,0.00008155432,0.000007090507,0.00002618912,0.000001381303,0.0005266402],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002599194,"threshold_uncertainty_score":0.007468343,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2908622111","doi":"10.1016/j.progpolymsci.2019.01.001","title":"Rational design of thermoresponsive polymers in aqueous solutions: A thermodynamics map","year":2019,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":263,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"Natural Science Foundation of Zhejiang Province","keywords":"Upper critical solution temperature; Lower critical solution temperature; Polymer; Thermoresponsive polymers in chromatography; Materials science; Thermodynamics; Aqueous solution; Solvent; Boiling point; Chemical physics; Polymer chemistry; Chemical engineering; Chemistry; Organic chemistry; Copolymer; Physics; Phase (matter)","authors":[{"name":"Chuanzhuang Zhao","is_ca":false},{"name":"Zhiyuan Ma","is_ca":true},{"name":"X. X. Zhu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01372106232271281,"gpt":0.255891442998756,"spread":0.2421703806760432,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000457071,0.0005943984,0.0004418422,0.0003044559,0.0002713082,0.0006929828,0.0005080953,0.0003402143,0.001708232],"category_scores_gemma":[0.0006297982,0.0005117321,0.0003405593,0.0002149252,0.0003752364,0.00121612,0.0004815804,0.0009721618,0.0006449918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005082972,"about_ca_system_score_gemma":0.0006029776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003141461,"about_ca_topic_score_gemma":0.0007130604,"domain_scores_codex":[0.9998347,0.00002664261,0.00001189777,0.00003155355,0.00006754555,0.00002765866],"domain_scores_gemma":[0.9999077,0.00004120102,0.00002127355,0.000006764328,0.00001617936,0.000006903027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002751534,0.000252161,0.0002878367,0.0006873076,0.0000336852,0.0001982964,0.00009792408,0.08468796,0.825929,0.03542377,0.0007706767,0.05135626],"study_design_scores_gemma":[0.00006670126,0.0006230133,0.0001993945,0.00002894961,0.00003515299,0.00007639968,0.00004732566,0.2333264,0.7498954,0.006698318,0.008967931,0.00003495968],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5293195,0.004523141,0.441254,0.0007692717,0.0001473638,0.0006492529,0.0003551126,0.001041614,0.02194094],"genre_scores_gemma":[0.8986437,0.004249815,0.09002685,0.0001956374,0.00004219633,0.0006067536,0.0001853643,0.0002282609,0.005821419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001708232,"threshold_uncertainty_score":0.005714655,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2070129289","doi":"10.1016/j.progpolymsci.2004.01.001","title":"Dendrigraft polymers: macromolecular engineering on a mesoscopic scale","year":2004,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Dendrimers and Hyperbranched Polymers","field":"Materials Science","cited_by":178,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Polymer; Polymer architecture; Branching (polymer chemistry); Dendrimer; Macromolecule; Materials science; Mesoscopic physics; Polymerization; Polymer chemistry; Polymer science; Nanotechnology; Chemistry; Composite material","authors":[{"name":"Steven J. Teertstra","is_ca":true},{"name":"Mario Gauthier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006242128258735775,"gpt":0.247409102452211,"spread":0.2411669741934752,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001379046,0.0003194672,0.000192295,0.0002175142,0.0001510147,0.0004836065,0.0002467151,0.000312971,0.001470996],"category_scores_gemma":[0.0001825026,0.0001806667,0.0001016707,0.0002101194,0.0003427717,0.0008564024,0.0003853701,0.0006997479,0.0006901918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003581905,"about_ca_system_score_gemma":0.0001768837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001221528,"about_ca_topic_score_gemma":0.000259292,"domain_scores_codex":[0.9999303,0.000007557833,0.000004123475,0.00001769542,0.00002579835,0.00001456727],"domain_scores_gemma":[0.9999477,0.00001094688,0.00001280631,0.000008304854,0.000005492567,0.00001478378],"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":[0.00006592129,0.00004075649,0.0001062768,0.00009926355,0.000005329584,0.00006050166,0.00003812115,0.001251664,0.9620056,0.01365176,0.0003530614,0.02232182],"study_design_scores_gemma":[0.000008606729,0.00007793427,0.0002623408,0.000006410427,0.000006875266,0.0001147166,0.000008968379,0.001775976,0.9795998,0.001817105,0.01631423,0.000007024474],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.7784332,0.03758145,0.1405822,0.002034673,0.0004476728,0.0001434644,0.0003594255,0.00117883,0.03923896],"genre_scores_gemma":[0.9279835,0.0143524,0.03423456,0.0001744976,0.0001070197,0.00009263909,0.0002892519,0.0001542174,0.02261198],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.001470996,"threshold_uncertainty_score":0.0049209,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2061682742","doi":"10.1016/j.progpolymsci.2011.07.004","title":"Organometallic mediated radical polymerization","year":2011,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":174,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Prince Edward Island","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Polymerization; Radical polymerization; Catalysis; Chemistry; Monomer; Cobalt-mediated radical polymerization; Osmium; Polymer chemistry; Combinatorial chemistry; Nanotechnology; Materials science; Organic chemistry; Polymer; Ruthenium","authors":[{"name":"L.E.N. Allan","is_ca":true},{"name":"Mitchell R. Perry","is_ca":true},{"name":"Michael P. Shaver","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01867740120731202,"gpt":0.2471405542509939,"spread":0.2284631530436819,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004107029,0.0004230685,0.0003106141,0.0003693858,0.0003575087,0.0006179767,0.0007443095,0.0006548779,0.003807141],"category_scores_gemma":[0.0003465219,0.0002542252,0.000210148,0.0003009459,0.0003219702,0.0009823944,0.0004704588,0.001087645,0.001005792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005588577,"about_ca_system_score_gemma":0.0003309835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003462,"about_ca_topic_score_gemma":0.0005889618,"domain_scores_codex":[0.9996678,0.00004227501,0.00002228589,0.0000863149,0.00009133328,0.00009003287],"domain_scores_gemma":[0.9998956,0.00001920933,0.00002403404,0.00001842153,0.00002596688,0.00001667922],"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":[0.0002165214,0.00009492727,0.00007503459,0.0002881367,0.00002026998,0.0001398533,0.0001112761,0.0002322005,0.9697781,0.00446899,0.0009287206,0.02364601],"study_design_scores_gemma":[0.00003536391,0.0002684538,0.0002572928,0.000009721896,0.00002149521,0.0001622058,0.00001334195,0.0006346644,0.9780975,0.0003428715,0.02013551,0.00002175079],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9070402,0.01648788,0.03419526,0.0009453053,0.0006865354,0.0002064121,0.0004414255,0.00102981,0.03896724],"genre_scores_gemma":[0.9613189,0.004075381,0.009783678,0.0001564011,0.00009050178,0.00003474067,0.0002520259,0.00005379237,0.02423457],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003807141,"threshold_uncertainty_score":0.01273608,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2743954961","doi":"10.1016/j.progpolymsci.2017.08.001","title":"Graft modification of natural polysaccharides via reversible deactivation radical polymerization","year":2017,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":171,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Chain transfer; Radical polymerization; Polymerization; Atom-transfer radical-polymerization; Nitroxide mediated radical polymerization; Chemistry; Polysaccharide; Reversible addition−fragmentation chain-transfer polymerization; Polymer chemistry; Polymer; Organic chemistry","authors":[{"name":"Omar García‐Valdez","is_ca":true},{"name":"Pascale Champagne","is_ca":true},{"name":"Michael F. Cunningham","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02804936287596419,"gpt":0.286494328912937,"spread":0.2584449660369728,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002128177,0.0003709787,0.0001653667,0.0001772724,0.0001246894,0.0002501977,0.0002659555,0.0002400356,0.0009986873],"category_scores_gemma":[0.0001940765,0.0001358644,0.0002682768,0.0001604378,0.0002391878,0.0005372103,0.000271464,0.0007402743,0.00027338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002391983,"about_ca_system_score_gemma":0.0002082831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002790276,"about_ca_topic_score_gemma":0.0005719782,"domain_scores_codex":[0.9999071,0.00001259345,0.000005641379,0.00001751416,0.00002694099,0.00003025815],"domain_scores_gemma":[0.9999034,0.00002220265,0.00003413618,0.00001744342,0.000009243304,0.00001346091],"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":[0.00003709809,0.00002698853,0.00004977765,0.00006671718,0.000005588622,0.00003799802,0.00002857051,0.0001948885,0.9943525,0.0006555982,0.0000377162,0.004506602],"study_design_scores_gemma":[0.00000519309,0.00007292796,0.0002527092,0.00000211887,0.000006031989,0.00003285012,0.000004862789,0.0004511603,0.9980725,0.00005718665,0.001037677,0.000004749667],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846884,0.001639825,0.01090236,0.00009485733,0.00006088385,0.00002595509,0.00006993955,0.0001192445,0.00239839],"genre_scores_gemma":[0.9923908,0.001009564,0.003809873,0.00003778707,0.0000152451,0.00001505249,0.00007048965,0.00002834129,0.002622837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009986873,"threshold_uncertainty_score":0.0033409,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396786054","doi":"10.1016/j.progpolymsci.2024.101829","title":"Liquid crystal elastomers for actuation: A perspective on structure-property-function relation","year":2024,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":138,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke","funders":"Fonds de recherche du Québec – Nature et technologies; Sichuan Province Science and Technology Support Program; Centre québécois sur les matériaux fonctionnels; State Key Laboratory of Polymer Materials Engineering; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Elastomer; Perspective (graphical); Relation (database); Materials science; Property (philosophy); Polymer science; Crystal structure; Function (biology); Composite material; Polymer chemistry; Crystallography; Computer science; Chemistry; Artificial intelligence; Philosophy; Data mining","authors":[{"name":"Zhi‐Chao Jiang","is_ca":true},{"name":"Qing Liu","is_ca":false},{"name":"Yao‐Yu Xiao","is_ca":true},{"name":"Yue Zhao","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009302042484819613,"gpt":0.2693659718078725,"spread":0.2600639293230529,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001100478,0.0008937935,0.001371892,0.001257778,0.0004923079,0.002059096,0.0007376784,0.001716141,0.002703089],"category_scores_gemma":[0.0009223028,0.0004563207,0.0005622196,0.001521602,0.00204205,0.004581582,0.00116206,0.004474939,0.0009508152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001338679,"about_ca_system_score_gemma":0.0006674652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004961872,"about_ca_topic_score_gemma":0.0008376637,"domain_scores_codex":[0.9996386,0.00009525771,0.00003130598,0.00007360832,0.0001207912,0.00004043413],"domain_scores_gemma":[0.9994967,0.0003587701,0.00003131157,0.00001894494,0.00007210826,0.00002214605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008513907,0.0002371843,0.0003137703,0.007150747,0.00008871759,0.0009264045,0.0006179674,0.004252355,0.05492457,0.6790937,0.01128388,0.2410255],"study_design_scores_gemma":[0.00002544066,0.0004778327,0.0008667179,0.002086982,0.00005888341,0.001255367,0.0003772773,0.003932167,0.01332686,0.2339275,0.7435701,0.00009493966],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002609396,0.9660555,0.008310024,0.004621629,0.0006373613,0.00002008817,0.00004354934,0.00003806411,0.01766435],"genre_scores_gemma":[0.02682691,0.9598048,0.006452377,0.001954278,0.00105786,0.00005832774,0.00003887166,0.00001811535,0.003788346],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002703089,"threshold_uncertainty_score":0.009712815,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1978723774","doi":"10.1016/j.progpolymsci.2014.12.003","title":"Modeling and theoretical development in controlled radical polymerization","year":2015,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":130,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Polymerization; Relevance (law); Mechanism (biology); Biochemical engineering; Process (computing); Work (physics); Chemistry; Engineering; Physics; Mechanical engineering; Polymer","authors":[{"name":"Erlita Mastan","is_ca":true},{"name":"Xiaohui Li","is_ca":true},{"name":"Shiping Zhu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01506318440276547,"gpt":0.2717163264960669,"spread":0.2566531420933014,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006595515,0.0007461417,0.0009896349,0.0004704038,0.0007486923,0.001049064,0.002003801,0.001558867,0.003803632],"category_scores_gemma":[0.001454554,0.0004120132,0.0007229942,0.0005676724,0.001082564,0.002198911,0.0006373731,0.001037513,0.0005978949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008982016,"about_ca_system_score_gemma":0.0009507631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003428317,"about_ca_topic_score_gemma":0.001350104,"domain_scores_codex":[0.9996949,0.0001261375,0.00001084652,0.00002805916,0.0001119347,0.00002808834],"domain_scores_gemma":[0.9995719,0.0002785473,0.00002837591,0.00004509536,0.000056903,0.00001912022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002847701,0.0000695925,0.00008648924,0.0001311393,0.00001232721,0.0000549909,0.0000394335,0.5225681,0.001228038,0.4672235,0.0008649183,0.00769296],"study_design_scores_gemma":[0.000009246452,0.000008104823,0.00002196151,0.000007011638,0.000002047321,0.000005966309,0.000004874229,0.9434351,0.000335134,0.05491898,0.001247865,0.000003783188],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07901511,0.007062638,0.7883449,0.004422298,0.0007522327,0.0001624004,0.0003268998,0.0006524626,0.1192611],"genre_scores_gemma":[0.8556943,0.005359564,0.1148158,0.0004656108,0.000479386,0.0005050243,0.0002270888,0.0003036731,0.02214954],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003803632,"threshold_uncertainty_score":0.01272446,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4284991936","doi":"10.1016/j.progpolymsci.2022.101580","title":"Large amplitude oscillatory shear flow: Microstructural assessment of polymeric systems","year":2022,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":120,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University; University of Calgary; University of Waterloo","funders":"","keywords":"Materials science; Amplitude; Shear (geology); Shear flow; Flow (mathematics); Composite material; Mechanics; Physics; Optics","authors":[{"name":"Milad Kamkar","is_ca":true},{"name":"Reza Salehiyan","is_ca":false},{"name":"Thomas B. Goudoulas","is_ca":false},{"name":"Mahdi Abbasi","is_ca":false},{"name":"Chaimongkol Saengow","is_ca":false},{"name":"Elnaz Erfanian","is_ca":true},{"name":"Soheil Sadeghi","is_ca":true},{"name":"Giovanniantonio Natale","is_ca":true},{"name":"Simon A. Rogers","is_ca":false},{"name":"A. Jeffrey Giacomin","is_ca":true},{"name":"Uttandaraman Sundararaj","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007978831806539128,"gpt":0.2754634338491405,"spread":0.2674846020426013,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002310103,0.0001597013,0.0001025558,0.0008797151,0.0002527211,0.0002780241,0.0001538024,0.0003135785,0.001232757],"category_scores_gemma":[0.0004996496,0.0001484835,0.0001032285,0.0003675811,0.0004353456,0.0006074315,0.0002075589,0.0003484125,0.00009386236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001523477,"about_ca_system_score_gemma":0.0001409543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004396401,"about_ca_topic_score_gemma":0.0006685867,"domain_scores_codex":[0.9999262,0.000009259855,0.00000493294,0.00001622733,0.0000307856,0.00001264123],"domain_scores_gemma":[0.999785,0.00006733485,0.00004134808,0.00002154124,0.00006044872,0.00002430747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007817065,0.00003552061,0.001340925,0.00005262272,0.000005313586,0.00003637173,0.00006930359,0.001063083,0.990487,0.0002538034,0.00004250892,0.006535384],"study_design_scores_gemma":[0.00001578733,0.0003965427,0.07326899,0.0000185027,0.00003727482,0.0002720064,0.0002188639,0.04283274,0.8806798,0.0005577435,0.001680956,0.00002090098],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865839,0.0006227414,0.01152656,0.00003920005,0.00001108215,0.00003048213,0.0001106295,0.00005262944,0.001022836],"genre_scores_gemma":[0.996829,0.0001943401,0.002497211,0.00001234206,0.000007434579,0.00001966479,0.00006214221,0.000009809491,0.0003679798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001232757,"threshold_uncertainty_score":0.004123926,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2884748307","doi":"10.1016/j.progpolymsci.2018.06.008","title":"Poly(lactic acid) mass transfer properties","year":2018,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":103,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"National Institute of Food and Agriculture; College of Agriculture and Natural Resources, Michigan State University; Consejo Nacional de Ciencia y Tecnología; Secretaría de Educación Pública","keywords":"Polymer; Mass transfer; Materials science; Amorphous solid; Solubility; Chemical engineering; Lactic acid; Polylactic acid; Biodegradable polymer; Food packaging; Nanotechnology; Organic chemistry; Chemistry; Composite material; Chromatography","authors":[{"name":"Uruchaya Sonchaeng","is_ca":false},{"name":"Fabiola Iñiguez‐Franco","is_ca":false},{"name":"Rafael Auras","is_ca":false},{"name":"Susan E. M. Selke","is_ca":false},{"name":"Maria Rubino","is_ca":false},{"name":"Loong‐Tak Lim","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03175062865490727,"gpt":0.2566708806551076,"spread":0.2249202520002003,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009983268,0.0008656456,0.0006819148,0.001661429,0.0001913207,0.0007870807,0.0004440458,0.0006586862,0.003247797],"category_scores_gemma":[0.001559521,0.0002534694,0.0007845939,0.001412018,0.0002573794,0.001414491,0.0003272353,0.0006767084,0.001219738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006827094,"about_ca_system_score_gemma":0.000644899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004503267,"about_ca_topic_score_gemma":0.0005581998,"domain_scores_codex":[0.9991257,0.0001638415,0.0001139319,0.0001262396,0.0004159146,0.0000543569],"domain_scores_gemma":[0.9991554,0.0003810161,0.0002252421,0.00002428482,0.0001944553,0.0000196092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000201908,0.0001127093,0.001073183,0.05871425,0.0002680927,0.0005394224,0.0002142862,0.00230648,0.3041443,0.003477948,0.005093138,0.6238543],"study_design_scores_gemma":[0.00003108677,0.001432213,0.006229661,0.004406933,0.0008585661,0.002228821,0.0001619568,0.001677984,0.5210963,0.002008575,0.4597759,0.00009196697],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01747932,0.9600148,0.01031396,0.0004395914,0.0002883431,0.0001551775,0.0004063595,0.0001093012,0.01079325],"genre_scores_gemma":[0.1277699,0.8518173,0.009573603,0.0004303106,0.0003206161,0.0003806001,0.0005166559,0.00003551265,0.009155605],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003247797,"threshold_uncertainty_score":0.01086497,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2204408419","doi":"10.1016/j.progpolymsci.2015.11.001","title":"Crystallization and morphology of ultrathin films of homopolymers and polymer blends","year":2015,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Polymer crystallization and properties","field":"Materials Science","cited_by":92,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Crystallization; Materials science; Polymer; Morphology (biology); Polymer blend; Chemical engineering; Crystallization of polymers; Polymer science; Kinetics; Polymer chemistry; Composite material; Copolymer","authors":[{"name":"Robert E. Prud’homme","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02282582566501124,"gpt":0.272033307380799,"spread":0.2492074817157878,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001090903,0.0001410985,0.0002149154,0.0002924783,0.0002268146,0.0003691491,0.0002437162,0.000175514,0.001317839],"category_scores_gemma":[0.0002771932,0.000187375,0.0001501594,0.0002614148,0.0002994518,0.0003880313,0.0002223869,0.0005618773,0.0001459543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005224165,"about_ca_system_score_gemma":0.0001753934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00156044,"about_ca_topic_score_gemma":0.001605024,"domain_scores_codex":[0.9998883,0.000006630874,0.000007802387,0.00002182427,0.00004310261,0.00003231995],"domain_scores_gemma":[0.9997998,0.00007074505,0.00004072904,0.0000228867,0.00003192548,0.00003383915],"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":[0.00008634599,0.00001551424,0.0003864004,0.00002676658,0.000005201949,0.00006394204,0.00005382437,0.0001260114,0.9981508,0.0001202751,0.00004145021,0.000923462],"study_design_scores_gemma":[0.000007295335,0.00004154056,0.006031322,0.000005713426,0.000008405756,0.00007204806,0.00004851602,0.001256005,0.9920328,0.00003967179,0.0004522197,0.000004425224],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.99619,0.0008910995,0.0009471621,0.0000399922,0.00001204083,0.000005626629,0.0001230583,0.0000389284,0.001752055],"genre_scores_gemma":[0.995893,0.000497117,0.001237249,0.00002166236,0.00001285187,0.0000111383,0.0001922473,0.00004951919,0.002085182],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.00156044,"threshold_uncertainty_score":0.004408598,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2790351953","doi":"10.1016/j.progpolymsci.2018.01.005","title":"Outstanding telechelic perfluoropolyalkylethers and applications therefrom","year":2018,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":72,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University; Trinity Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Oxetane; Fluoropolymer; Polymerization; Thermoplastic elastomer; Copolymer; Polymer; Polyester; Elastomer; Polymer chemistry; Composite material","authors":[{"name":"Chadron M. Friesen","is_ca":true},{"name":"Bruno Améduri","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01831681189399371,"gpt":0.2984506766130594,"spread":0.2801338647190657,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003342343,0.0006124603,0.0001866585,0.0003369708,0.0003145618,0.000601743,0.0002670858,0.0005982812,0.002789454],"category_scores_gemma":[0.0002415578,0.0001723236,0.0001793637,0.0002885954,0.0003089466,0.001355024,0.0006832344,0.0006847206,0.0009950541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002708464,"about_ca_system_score_gemma":0.0002219598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001566046,"about_ca_topic_score_gemma":0.0004268147,"domain_scores_codex":[0.9998471,0.00001374247,0.000008823158,0.00002998943,0.00005152615,0.00004891292],"domain_scores_gemma":[0.9999247,0.00001611983,0.0000113276,0.00000916438,0.00002293932,0.00001578993],"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":[0.0001504944,0.00007452424,0.0002100386,0.0005216982,0.000009771724,0.0003273865,0.0001834696,0.0004577701,0.8293382,0.0177915,0.002377967,0.1485572],"study_design_scores_gemma":[0.00001369818,0.0003136085,0.0005977727,0.00005279118,0.00002399941,0.0006052945,0.000049774,0.0007458937,0.8100846,0.003090583,0.1844006,0.00002138816],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5215884,0.3259528,0.04671155,0.004916213,0.002795104,0.000111356,0.0003589985,0.0006088078,0.09695679],"genre_scores_gemma":[0.7844404,0.1254948,0.02728552,0.001709032,0.00159188,0.00008426866,0.0004341667,0.0001277287,0.05883221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002789454,"threshold_uncertainty_score":0.009331703,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2040672735","doi":"10.1016/j.progpolymsci.2012.01.003","title":"Interpolymer radical coupling: A toolbox complementary to controlled radical polymerization","year":2012,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":70,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Fonds Wetenschappelijk Onderzoek; Belgian Federal Science Policy Office; Institut national de la recherche scientifique; Karlsruhe Institute of Technology","keywords":"Nitroxide mediated radical polymerization; Atom-transfer radical-polymerization; Radical polymerization; Cobalt-mediated radical polymerization; Coupling (piping); Chemistry; Polymerization; Photochemistry; Polymer; Materials science; Polymer chemistry; Organic chemistry","authors":[{"name":"Antoine Debuigne","is_ca":false},{"name":"Marie Hurtgen","is_ca":false},{"name":"Christophe Detrembleur","is_ca":false},{"name":"Christine Jérôme","is_ca":false},{"name":"Christopher Barner‐Kowollik","is_ca":false},{"name":"Tanja Junkers","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01628429131805513,"gpt":0.2992963018963222,"spread":0.2830120105782671,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008817069,0.0006987526,0.0004610955,0.0005485085,0.0003423496,0.0008803483,0.0009684428,0.0005056565,0.00376609],"category_scores_gemma":[0.0003866684,0.0003122051,0.0004006565,0.0003431316,0.0006700443,0.001591556,0.0009372553,0.001716255,0.001347938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003331444,"about_ca_system_score_gemma":0.0003808463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009503851,"about_ca_topic_score_gemma":0.0001486958,"domain_scores_codex":[0.9996889,0.0000344152,0.00001895115,0.0001173634,0.00009267573,0.00004766299],"domain_scores_gemma":[0.9998122,0.00006165475,0.00003508057,0.00004787315,0.00001415992,0.00002909605],"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":[0.0003511838,0.0001251284,0.0001012764,0.0003297786,0.00002004892,0.0002050198,0.0001485747,0.0008181293,0.8609988,0.04687584,0.001123118,0.08890306],"study_design_scores_gemma":[0.00007012532,0.0004176345,0.0001204372,0.0000243861,0.00003159512,0.0003494412,0.00002402058,0.002543452,0.9599651,0.004607333,0.03180892,0.00003752743],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2928455,0.0137695,0.6400073,0.001201581,0.0006372515,0.0005804405,0.001024758,0.00486866,0.045065],"genre_scores_gemma":[0.7470664,0.01750278,0.2083408,0.000489817,0.0003698791,0.0004415716,0.0008674075,0.0005742415,0.02434729],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00376609,"threshold_uncertainty_score":0.01259881,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4398195231","doi":"10.1016/j.progpolymsci.2024.101840","title":"Functional polymer–ceramic hybrid coatings: Status, progress, and trend","year":2024,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Silicone and Siloxane Chemistry","field":"Materials Science","cited_by":52,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"Fundamental Research Funds for the Central Universities; Basic and Applied Basic Research Foundation of Guangdong Province; National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Ceramic; Materials science; Polymer; Nanotechnology; Polymer science; Composite material","authors":[{"name":"Zhenqiang Zhang","is_ca":false},{"name":"Yinjie Huang","is_ca":false},{"name":"Qingyi Xie","is_ca":false},{"name":"Guojun Liu","is_ca":true},{"name":"Chunfeng Ma","is_ca":false},{"name":"Guangzhao Zhang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01332879943232318,"gpt":0.2723570885836781,"spread":0.259028289151355,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002632915,0.0005284519,0.0005300741,0.001075394,0.0002293416,0.001872251,0.0007111084,0.0008858163,0.003267996],"category_scores_gemma":[0.001598801,0.0002132274,0.000354075,0.001259107,0.0006993682,0.003171805,0.0005643075,0.001503274,0.0008668665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006174822,"about_ca_system_score_gemma":0.00117169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005921039,"about_ca_topic_score_gemma":0.001498194,"domain_scores_codex":[0.9993978,0.00007442306,0.00006400086,0.0001508127,0.0002350939,0.00007793937],"domain_scores_gemma":[0.9976441,0.0009390996,0.0003549085,0.00006978646,0.0008036575,0.0001884405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000504208,0.0003621546,0.003603095,0.008942077,0.0001056618,0.0001038526,0.0002346564,0.000872253,0.06509908,0.01303787,0.01556357,0.8915715],"study_design_scores_gemma":[0.00007828801,0.002583911,0.008350589,0.002293866,0.0002845004,0.001062595,0.0007628769,0.00357206,0.08561753,0.007806643,0.8874834,0.0001037366],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01997892,0.9626596,0.003278381,0.004627914,0.0006638481,0.00002213264,0.0001593269,0.00009243848,0.008517408],"genre_scores_gemma":[0.1014733,0.8793183,0.008791027,0.002402318,0.001302803,0.00003818926,0.0004366592,0.00005091205,0.006186516],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003267996,"threshold_uncertainty_score":0.01392436,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313478928","doi":"10.1016/j.progpolymsci.2022.101645","title":"Radical polymerization kinetics of water-soluble monomers","year":2023,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":44,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"European Regional Development Fund; Vedecká Grantová Agentúra MŠVVaŠ SR a SAV; Georg-August-Universität Göttingen; Agentúra na Podporu Výskumu a Vývoja; Ministerstvo školstva, vedy, výskumu a športu Slovenskej republiky; Slovenská Akadémia Vied; BASF","keywords":"Polymerization; Radical polymerization; Aqueous solution; Monomer; Polymer; Ionic strength; Chemistry; Polymer chemistry; Kinetic chain length; Precipitation polymerization; Chain-growth polymerization; Ionic polymerization; Bulk polymerization; Kinetics; Materials science; Organic chemistry","authors":[{"name":"Michael Buback","is_ca":false},{"name":"Robin A. Hutchinson","is_ca":true},{"name":"Igor Lacı́k","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01275120365117069,"gpt":0.2665528260826457,"spread":0.253801622431475,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003993903,0.0002891529,0.0002390861,0.0002707369,0.0001632837,0.0003777929,0.0003836945,0.0003446788,0.005637873],"category_scores_gemma":[0.0006059926,0.000188265,0.0002061823,0.0002651679,0.0002629987,0.0009537189,0.0001443376,0.0009246154,0.0007411283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003336886,"about_ca_system_score_gemma":0.0002578982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006047685,"about_ca_topic_score_gemma":0.0004707324,"domain_scores_codex":[0.9998176,0.00002055617,0.000006816026,0.00004568665,0.00005283914,0.00005664888],"domain_scores_gemma":[0.9996917,0.0001895712,0.00003644581,0.00001577936,0.00003512274,0.00003126892],"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":[0.0004200036,0.00009284689,0.0002523356,0.0001426991,0.00001299094,0.00004539319,0.0001767697,0.0009311557,0.982115,0.00195606,0.0003113315,0.01354349],"study_design_scores_gemma":[0.00001644982,0.0001720485,0.0006026272,0.000006087387,0.000008316259,0.00002545321,0.00001385859,0.004496254,0.992606,0.0002045279,0.001838038,0.00001039839],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9862007,0.003240827,0.006004184,0.00008788262,0.00006016473,0.00002429406,0.0002813317,0.00009347316,0.004006943],"genre_scores_gemma":[0.9875216,0.001550521,0.001737516,0.00003450552,0.00002327355,0.00001812619,0.0003673029,0.00003861985,0.008708412],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.005637873,"threshold_uncertainty_score":0.01886058,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389265160","doi":"10.1016/j.progpolymsci.2023.101766","title":"Conducting polymers: Towards printable transparent electrodes","year":2023,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":false,"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":"Nanotechnology; Transparency (behavior); Flexibility (engineering); Materials science; Electronics; Indium tin oxide; Conductive polymer; Fabrication; Coating; Polymer; Computer science; Thin film; Electrical engineering; Composite material; Engineering","authors":[{"name":"Stefania Aivali","is_ca":true},{"name":"Catherine Beaumont","is_ca":true},{"name":"Mario Leclerc","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06499073281805992,"gpt":0.3087980811064851,"spread":0.2438073482884252,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004249037,0.0004622478,0.0001886886,0.0003503454,0.0001698112,0.001010399,0.00048004,0.0007401448,0.003198061],"category_scores_gemma":[0.0008990682,0.0003201304,0.0002008225,0.0002392449,0.0004392697,0.001850141,0.0005670005,0.001280295,0.002325169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001300631,"about_ca_system_score_gemma":0.0001339467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005421275,"about_ca_topic_score_gemma":0.0001152357,"domain_scores_codex":[0.9997554,0.00003007334,0.0000139746,0.00006108036,0.0001122713,0.00002714833],"domain_scores_gemma":[0.9996487,0.0001680068,0.00005760482,0.00003642201,0.00005039767,0.00003891078],"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":[0.00007007367,0.00008533102,0.00008932948,0.0004368475,0.00001131841,0.0003009286,0.0001941743,0.00090241,0.9146062,0.0108779,0.002042248,0.07038318],"study_design_scores_gemma":[0.00001253475,0.0001507423,0.0002166165,0.0000341523,0.00001151667,0.0003009216,0.00003128905,0.001808115,0.9604136,0.002804849,0.03419597,0.00001966412],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3724414,0.05042365,0.459246,0.003764468,0.002212428,0.000346121,0.0008158782,0.003246087,0.1075041],"genre_scores_gemma":[0.6878679,0.0407943,0.1656238,0.00211573,0.0007393055,0.000242703,0.0006859442,0.0008274366,0.1011028],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003198061,"threshold_uncertainty_score":0.01069856,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1978738241","doi":"10.1016/j.progpolymsci.2012.09.002","title":"Crystalline colloidal arrays from the self-assembly of polymer microspheres","year":2012,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Photonic Crystals and Applications","field":"Physics and Astronomy","cited_by":24,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"Fonds de Recherche du Québec - Santé; Fonds Québécois de la Recherche sur la Nature et les Technologies; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Microsphere; Materials science; Polymer; Colloid; Self-assembly; Polymerization; Nanotechnology; Chemical engineering; Monomer; Colloidal crystal; Polymer chemistry; Composite material","authors":[{"name":"Gwénaëlle Bazin","is_ca":true},{"name":"X. X. Zhu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009137512972045077,"gpt":0.2698133191118716,"spread":0.2606758061398265,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008633566,0.0001115649,0.0001544432,0.0001586237,0.0001545833,0.00045234,0.0001717035,0.0002275845,0.001579165],"category_scores_gemma":[0.0001975806,0.0002430629,0.0001341791,0.0001369847,0.0001647029,0.0002390082,0.0002603328,0.0003183093,0.0006873702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001878542,"about_ca_system_score_gemma":0.0001983392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002530922,"about_ca_topic_score_gemma":0.0008901851,"domain_scores_codex":[0.9999229,0.000008371483,0.000005213158,0.00001545567,0.0000316761,0.00001636737],"domain_scores_gemma":[0.9999124,0.00002309158,0.00002088844,0.00001313234,0.00001413091,0.00001629775],"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":[0.00003755088,0.00001177584,0.0001064125,0.00003159599,0.000003706591,0.00003980984,0.00002522497,0.0006010548,0.9944991,0.001537754,0.0001590398,0.002946933],"study_design_scores_gemma":[0.00003024398,0.0000625962,0.0005690642,0.000003512368,0.000004710389,0.00005696579,0.00001067757,0.005147091,0.9914852,0.00037042,0.002253351,0.000006109588],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733588,0.0008496657,0.01512189,0.0002343928,0.0000613982,0.00002328865,0.0001419869,0.0002561633,0.00995253],"genre_scores_gemma":[0.9843023,0.0004092815,0.007678432,0.00005207933,0.00003326097,0.0000207246,0.000209352,0.00005535432,0.007239318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001579165,"threshold_uncertainty_score":0.005282819,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409247812","doi":"10.1016/j.progpolymsci.2025.101956","title":"80 years of the Mayo Lewis equation. A comprehensive review on the numerical estimation techniques for the reactivity ratios in typical and emerging copolymerizations","year":2025,"lang":"en","type":"review","venue":"Progress in Polymer Science","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":21,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"Centro de Investigación en Química Aplicada","keywords":"Reactivity (psychology); Estimation; Polymer science; Materials science; Statistical physics; Applied mathematics; Mathematics; Engineering; Physics; Medicine","authors":[{"name":"Iván Zapata‐González","is_ca":false},{"name":"Enrique Saldívar‐Guerra","is_ca":false},{"name":"Robin A. Hutchinson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04023874508002657,"gpt":0.3593483181622827,"spread":0.3191095730822561,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00182022,0.001352422,0.001400985,0.00180107,0.0004977183,0.001106639,0.001153435,0.001414827,0.004654672],"category_scores_gemma":[0.00218546,0.0006525397,0.0007663052,0.00210594,0.001489905,0.002837484,0.001544498,0.003176067,0.003178712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001363777,"about_ca_system_score_gemma":0.001981389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002497283,"about_ca_topic_score_gemma":0.002116613,"domain_scores_codex":[0.9994953,0.0001281357,0.00005244394,0.0001003593,0.0001821417,0.00004165935],"domain_scores_gemma":[0.9993735,0.0003389052,0.0000410659,0.00004704561,0.0001733492,0.00002612424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001105744,0.0001343914,0.000446718,0.007649923,0.0001049086,0.0002284153,0.0001702161,0.004316728,0.004367874,0.1757125,0.05366028,0.7530975],"study_design_scores_gemma":[0.00001576447,0.00009673272,0.0004211169,0.00134132,0.00005438388,0.0003633441,0.00003310913,0.001621041,0.004035365,0.02587146,0.9660782,0.00006807224],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000880144,0.969667,0.01552476,0.001193413,0.001454441,0.00002582548,0.0001307229,0.00005892285,0.0110648],"genre_scores_gemma":[0.00871818,0.974851,0.00694558,0.0009216274,0.001220026,0.00008383935,0.0001895019,0.00004281466,0.007027593],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004654672,"threshold_uncertainty_score":0.01557142,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404323875","doi":"10.1016/j.progpolymsci.2024.101907","title":"Advanced functional membranes based on amphiphilic copolymers","year":2024,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"National Key Research and Development Program of China; National Natural Science Foundation of China; Key Technologies Research and Development Program; Zhejiang University; Key Research and Development Program of Zhejiang Province; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Copolymer; Amphiphile; Membrane; Materials science; Polymer science; Polymer chemistry; Nanotechnology; Chemical engineering; Chemistry; Polymer; Engineering; Composite material","authors":[{"name":"Zhuan Yi","is_ca":false},{"name":"Lijing Zhu","is_ca":false},{"name":"Ruiyan Xiong","is_ca":false},{"name":"Chuanjie Fang","is_ca":false},{"name":"Bao‐Ku Zhu","is_ca":false},{"name":"Hongbo Zeng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007333233946768261,"gpt":0.2309242019088083,"spread":0.22359096796204,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002692021,0.0006766011,0.000274069,0.0004791919,0.0002182618,0.0004831315,0.0002196954,0.0007058221,0.001186908],"category_scores_gemma":[0.0002136603,0.0002274804,0.0003384177,0.0002721123,0.0002599263,0.001537031,0.0003468386,0.0007267773,0.0009055255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003942651,"about_ca_system_score_gemma":0.0002361813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001666536,"about_ca_topic_score_gemma":0.0002443048,"domain_scores_codex":[0.9998871,0.00001790132,0.00001375496,0.00002379628,0.00003410611,0.00002338488],"domain_scores_gemma":[0.9999419,0.00001697431,0.00001734119,0.000005121501,0.00001061903,0.00000804239],"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":[0.00002647653,0.00002471821,0.00005396816,0.0005215235,0.00001580498,0.0001521346,0.00002499415,0.0003969067,0.9783601,0.005126745,0.0002727879,0.01502385],"study_design_scores_gemma":[0.00001056203,0.0001162214,0.000274521,0.00006991394,0.00002208533,0.0004186053,0.00001540144,0.001412757,0.9483041,0.001050674,0.048286,0.00001924611],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5178558,0.2510514,0.180971,0.00284894,0.00104462,0.0003816388,0.001198005,0.00157961,0.0430689],"genre_scores_gemma":[0.7693938,0.1346048,0.07774163,0.0009581434,0.0003548075,0.0002758483,0.000668933,0.0001167641,0.01588538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001186908,"threshold_uncertainty_score":0.003970623,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405365689","doi":"10.1016/j.progpolymsci.2024.101919","title":"Biodegradable cellulose ester blends: Studies, compatibilization, biodegradable behavior, and applications. A review","year":2024,"lang":"en","type":"review","venue":"Progress in Polymer Science","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":17,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Compatibilization; Cellulose; Polymer science; Materials science; Biodegradation; Polymer chemistry; Chemical engineering; Organic chemistry; Polymer blend; Composite material; Chemistry; Copolymer; Engineering; Polymer","authors":[{"name":"Matías Menossi","is_ca":true},{"name":"Manjusri Misra","is_ca":true},{"name":"Amar K. Mohanty","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07667003771529221,"gpt":0.3608311863669683,"spread":0.2841611486516761,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000716305,0.0011495,0.00160438,0.003040223,0.0002612444,0.0009901196,0.0009688114,0.0009694623,0.002942569],"category_scores_gemma":[0.0008722828,0.0004665458,0.0005449272,0.00331446,0.0003628967,0.00160769,0.0006779495,0.001377809,0.00191688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004744903,"about_ca_system_score_gemma":0.001091843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000827594,"about_ca_topic_score_gemma":0.001607496,"domain_scores_codex":[0.9997563,0.00002554748,0.00003702087,0.00004969356,0.0001057005,0.00002571075],"domain_scores_gemma":[0.999584,0.0001949181,0.0000743245,0.00001318862,0.0001015878,0.00003193016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008141232,0.0001283432,0.0001681466,0.0363277,0.0001236504,0.0002172167,0.00004918149,0.0003740594,0.008901759,0.003044316,0.01612372,0.9344605],"study_design_scores_gemma":[0.00001733334,0.0001800274,0.0007667896,0.003966521,0.0002062979,0.001334077,0.00005462094,0.0001130865,0.004701342,0.0009754431,0.9876513,0.00003304918],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000184088,0.9988716,0.0001405631,0.00007897127,0.0001134198,0.000004729717,0.00002010196,0.000005529615,0.0005809274],"genre_scores_gemma":[0.0005757545,0.9987794,0.0001708851,0.00005546392,0.0000516026,0.000005781898,0.00002323085,0.000001228595,0.0003366848],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003040223,"threshold_uncertainty_score":0.009843826,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417214353","doi":"10.1016/j.progpolymsci.2025.102065","title":"Hydrogels with multiple characteristic pore dimensions: From transport properties to multifunctional materials","year":2025,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Self-healing hydrogels; Polymer; Porosity; Swelling","authors":[{"name":"Yuhang Huang","is_ca":true},{"name":"Eugenia Kumacheva","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01396598717704621,"gpt":0.2465015719754426,"spread":0.2325355847983964,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000343348,0.0004032062,0.0002788135,0.0003535581,0.0001058372,0.0004844762,0.0002438838,0.000354115,0.0007178799],"category_scores_gemma":[0.0002412714,0.0002546888,0.0001975394,0.0002657064,0.0003746033,0.0010251,0.0003984299,0.0007255134,0.0003043256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003484106,"about_ca_system_score_gemma":0.0001473999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000958787,"about_ca_topic_score_gemma":0.0002050837,"domain_scores_codex":[0.9999174,0.00001433348,0.000007619075,0.00002160939,0.00002434932,0.00001473129],"domain_scores_gemma":[0.9998893,0.00005083657,0.00002365167,0.000006983563,0.00001327419,0.00001605353],"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":[0.00006139082,0.0000289028,0.0001389975,0.001697486,0.00001761295,0.0002216267,0.0001374332,0.001250364,0.9250779,0.01034886,0.0008067686,0.06021266],"study_design_scores_gemma":[0.00001928662,0.0003197373,0.0009864451,0.0002239126,0.00003826004,0.001186632,0.00006481619,0.002905637,0.8876916,0.004264474,0.1022535,0.00004574545],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2484988,0.6394085,0.08837616,0.00260378,0.000575703,0.0001327896,0.0007309963,0.0007056581,0.0189675],"genre_scores_gemma":[0.6422438,0.2949767,0.0535621,0.0009955061,0.000561022,0.0001853162,0.0003059678,0.0001228514,0.007046685],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0007178799,"threshold_uncertainty_score":0.002527833,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417210918","doi":"10.1016/j.progpolymsci.2025.102064","title":"Progress in bioplastics blends, compatibilization, modifications, and AI-driven innovations for material applications","year":2025,"lang":"en","type":"article","venue":"Progress in Polymer Science","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada; University of Waterloo","funders":"National Research Council Canada; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Bioplastic; Process (computing); Compatibilization; Work (physics); Key (lock); Biomimetics","authors":[{"name":"Rohan Shorey","is_ca":true},{"name":"Elnaz Esmizadeh","is_ca":true},{"name":"Tizazu H. Mekonnen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02209078349685629,"gpt":0.2980451852542434,"spread":0.2759544017573871,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001066551,0.0007609701,0.0006583595,0.001007036,0.0002679022,0.001271948,0.0004739641,0.0007450485,0.001826553],"category_scores_gemma":[0.0007598393,0.0004435505,0.0006117608,0.001015396,0.0005395022,0.001948511,0.0007700234,0.001468422,0.0009560716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006142675,"about_ca_system_score_gemma":0.000733148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003125801,"about_ca_topic_score_gemma":0.0005299895,"domain_scores_codex":[0.9995431,0.000070659,0.00005449575,0.0001056687,0.0001921414,0.00003392895],"domain_scores_gemma":[0.9997386,0.0001196108,0.00006399155,0.00002110246,0.00004070585,0.00001585707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001334913,0.0002263004,0.0006711186,0.02248919,0.0001544371,0.0003833154,0.0002832781,0.009394027,0.3868771,0.07459406,0.003338967,0.5014547],"study_design_scores_gemma":[0.00003257388,0.000737112,0.001343985,0.002233927,0.0002480038,0.001101419,0.0001278355,0.01036851,0.2839112,0.02096636,0.6788294,0.00009974577],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03742636,0.8751207,0.06308167,0.001619564,0.0005207815,0.000114541,0.000201935,0.0003623194,0.02155203],"genre_scores_gemma":[0.1401706,0.8085673,0.04531068,0.000670375,0.0003608314,0.0001589179,0.0002297233,0.0001130748,0.004418424],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001826553,"threshold_uncertainty_score":0.00611043,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}