{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":13,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":13,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"c56853a352bf","filters":{"venue":"Journal of Pharmaceutical Innovation"}},"results":[{"id":"W2014307809","doi":"10.1007/s12247-008-9023-5","title":"A Framework for the Development of Design and Control Spaces","year":2008,"lang":"en","type":"article","venue":"Journal of Pharmaceutical Innovation","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":65,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"ProSensus (Canada); McMaster University","funders":"","keywords":"Space (punctuation); Control (management); Process (computing); Computer science; Quality (philosophy); Quality by Design; Property (philosophy); Projection (relational algebra); Principal component analysis; Mathematics; Industrial engineering; Engineering; Artificial intelligence; Operations management; Algorithm","authors":[{"name":"John F. MacGregor","is_ca":true},{"name":"Mark‐John Bruwer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08781521708823677,"gpt":0.3430563263443324,"spread":0.2552411092560956,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007936304,0.002142081,0.00164389,0.001894986,0.00140875,0.004732459,0.003490214,0.002662812,0.005555944],"category_scores_gemma":[0.0120646,0.001106379,0.003224848,0.001389381,0.005552204,0.004671324,0.004139865,0.004721788,0.001226846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002086117,"about_ca_system_score_gemma":0.003593256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003403699,"about_ca_topic_score_gemma":0.002199864,"domain_scores_codex":[0.9949948,0.002303554,0.0004696726,0.0006141831,0.001360576,0.0002571641],"domain_scores_gemma":[0.9943492,0.003226201,0.0003268165,0.0008280511,0.001002419,0.000267374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001018862,0.00001996123,0.00006786308,0.00008115087,0.00001858406,0.00004064241,0.00009395029,0.0251388,0.0003182225,0.9619203,0.0004841343,0.01180619],"study_design_scores_gemma":[0.00003302701,0.00009242649,0.00004607038,0.00009672726,0.00002273574,0.00005058737,0.00005187891,0.1564634,0.000611359,0.8239012,0.01860855,0.00002196926],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0004295266,0.0001628374,0.9972848,0.0002375653,0.00003228511,0.00003686042,0.00002189344,0.00005461589,0.001739699],"genre_scores_gemma":[0.06242907,0.0006428825,0.933058,0.0002027181,0.0001522213,0.0004980071,0.0001395015,0.00007698112,0.002800599],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007936304,"threshold_uncertainty_score":0.04197168,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2027487156","doi":"10.1007/s12247-011-9112-8","title":"Modeling and Optimization of a Tablet Manufacturing Line","year":2011,"lang":"en","type":"article","venue":"Journal of Pharmaceutical Innovation","topic":"Injection Molding Process and Properties","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"ProSensus (Canada)","funders":"","keywords":"Tableting; Compaction; Computer science; Process variable; Process engineering; Block (permutation group theory); Process (computing); Engineering; Mathematics","authors":[{"name":"Zheng Liu","is_ca":true},{"name":"Mark‐John Bruwer","is_ca":true},{"name":"John F. MacGregor","is_ca":true},{"name":"Samarth S.S. Rathore","is_ca":false},{"name":"David E. Reed","is_ca":false},{"name":"Marc Champagne","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09690175198036786,"gpt":0.2983503978307551,"spread":0.2014486458503872,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003589732,0.0007921415,0.001240271,0.0006064678,0.0008539509,0.001714153,0.001176292,0.002758211,0.007371409],"category_scores_gemma":[0.0009031821,0.0009702228,0.001121006,0.0005772009,0.0005906398,0.0007068423,0.0005028987,0.0007465524,0.0006997628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001583265,"about_ca_system_score_gemma":0.001602871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0360961,"about_ca_topic_score_gemma":0.01324207,"domain_scores_codex":[0.9997897,0.00005316956,0.000008823561,0.00004572988,0.00005648105,0.00004611361],"domain_scores_gemma":[0.9995639,0.0002465547,0.00006256553,0.0000221145,0.00007524071,0.000029678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001602287,0.00001614968,0.000103627,0.000009957093,0.00000434919,0.00002380058,0.000004641731,0.9983563,0.0003791841,0.0003625741,0.00006572158,0.0006577589],"study_design_scores_gemma":[0.000005232701,0.00001193942,0.00006128214,0.000001075316,0.000003017641,0.000002513622,0.000002641622,0.999603,0.0001467674,0.00006062631,0.0001000296,0.000001895074],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5509106,0.001118504,0.3521423,0.001202089,0.0001675565,0.0003916689,0.001458585,0.001236465,0.09137227],"genre_scores_gemma":[0.9695995,0.000274378,0.01620058,0.00005618453,0.00001859138,0.0001724137,0.0002353614,0.00008555378,0.01335739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0360961,"threshold_uncertainty_score":0.07177198,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3200146075","doi":"10.1007/s12247-021-09568-z","title":"Core-Shell Nanofibers Based on Polycaprolactone/Polyvinyl Alcohol and Polycaprolactone/Collagen for Biomedical Applications","year":2021,"lang":"en","type":"article","venue":"Journal of Pharmaceutical Innovation","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":29,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Polycaprolactone; Nanofiber; Polyvinyl alcohol; Electrospinning; Materials science; Composite material; Chemical engineering; Polymer","authors":[{"name":"Pouran Moradipour","is_ca":false},{"name":"Mazdak Limoee","is_ca":false},{"name":"Sajjad Janfaza","is_ca":true},{"name":"Leila Behbood","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07090707085552708,"gpt":0.3803240921110861,"spread":0.309417021255559,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002697437,0.0004138726,0.0001781012,0.0003023859,0.0002003695,0.0002525493,0.0001961682,0.0005401691,0.0005295552],"category_scores_gemma":[0.0001955259,0.0001767627,0.0002551239,0.0001681131,0.000201204,0.0003363602,0.0001553315,0.0003473026,0.0001785321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002898329,"about_ca_system_score_gemma":0.0002922732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007899518,"about_ca_topic_score_gemma":0.002170043,"domain_scores_codex":[0.9998715,0.00001305406,0.00001026584,0.00003148912,0.00004254834,0.00003117431],"domain_scores_gemma":[0.9997819,0.00003993115,0.00005452665,0.000009870032,0.00005442462,0.00005927579],"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":[0.00002052089,0.000006494735,0.00002122765,0.00002901299,0.000001936812,0.00002572569,0.000006349896,0.00008555715,0.9991073,0.00003113408,0.00001299353,0.0006517973],"study_design_scores_gemma":[0.000008928413,0.000115046,0.0009163431,0.000005518437,0.000009019352,0.00006117555,0.00000994055,0.0008879274,0.9971891,0.00002150124,0.0007685419,0.000007003368],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805272,0.003715184,0.01293626,0.0001315397,0.0001632418,0.00008282868,0.0001641873,0.0001852749,0.002094297],"genre_scores_gemma":[0.9839655,0.001185415,0.01246276,0.00009056452,0.00003551133,0.00004748073,0.0001348843,0.00003691208,0.002040877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007899518,"threshold_uncertainty_score":0.002102852,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2762884884","doi":"10.1007/s12247-017-9299-4","title":"Calibration Transfer of a Quantitative Transmission Raman PLS Model: Direct Transfer vs. Global Modeling","year":2017,"lang":"en","type":"article","venue":"Journal of Pharmaceutical Innovation","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":28,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Mallinckrodt Pharmaceuticals","keywords":"Calibration; Partial least squares regression; Microcrystalline cellulose; Process analytical technology; Computer science; Chemometrics; Engineering; Mathematics; Statistics; Machine learning; Work in process","authors":[{"name":"Douglas Steinbach","is_ca":false},{"name":"Carl A. Anderson","is_ca":false},{"name":"Gary McGeorge","is_ca":false},{"name":"Benoît Igne","is_ca":false},{"name":"Robert W. Bondi","is_ca":false},{"name":"James K. Drennen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1200921626169355,"gpt":0.4203227855359247,"spread":0.3002306229189892,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001748274,0.001397917,0.0004923971,0.0004669616,0.0003490858,0.001167158,0.0008413426,0.0008861953,0.002115925],"category_scores_gemma":[0.002529602,0.0004871624,0.0008639317,0.0006355458,0.0005361047,0.001701817,0.001149659,0.001254671,0.0009014025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006153428,"about_ca_system_score_gemma":0.001137861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00234326,"about_ca_topic_score_gemma":0.002500104,"domain_scores_codex":[0.9994616,0.0001371142,0.00001958033,0.0001679392,0.0001684364,0.00004536216],"domain_scores_gemma":[0.9994795,0.0002138431,0.00005471432,0.0001090581,0.0001270907,0.00001589083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003603763,0.0002510222,0.003286826,0.0002046161,0.0001316406,0.0001025089,0.000232952,0.6971779,0.09212688,0.007068024,0.001895539,0.1971617],"study_design_scores_gemma":[0.000007903654,0.00005306366,0.0005420126,0.000005671513,0.00001806988,0.00002722773,0.00001928301,0.9821023,0.01505171,0.001587173,0.0005714686,0.00001405826],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09267911,0.00009975745,0.9027796,0.0002251345,0.00003073897,0.00006614557,0.0001573153,0.001300819,0.002661371],"genre_scores_gemma":[0.8338802,0.0001973467,0.1604501,0.0001190534,0.00002223119,0.0001637261,0.0003700948,0.0006383713,0.004158752],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00234326,"threshold_uncertainty_score":0.009245872,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3002140706","doi":"10.1007/s12247-020-09427-3","title":"Enhanced In Vitro Antimicrobial Activity of Polymyxin B–Coated Nanostructured Lipid Carrier Containing Dexamethasone Acetate","year":2020,"lang":"en","type":"article","venue":"Journal of Pharmaceutical Innovation","topic":"Antimicrobial Peptides and Activities","field":"Immunology and Microbiology","cited_by":26,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Antimicrobial; Polymyxin B; Pseudomonas aeruginosa; Polymyxin; Dexamethasone; Chemistry; Antibiotics; In vitro; Microbiology; Bacteria; Biochemistry; Medicine; Biology; Organic chemistry","authors":[{"name":"Emmily Dantas Rocha","is_ca":false},{"name":"Márcia Regina Spuri Ferreira","is_ca":false},{"name":"Edson dos Santos Neto","is_ca":false},{"name":"Eduardo José Barbosa","is_ca":false},{"name":"Raimar Löbenberg","is_ca":true},{"name":"Felipe Rebello Lourenço","is_ca":false},{"name":"Nádia Araci Bou‐Chacra","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04044977402860835,"gpt":0.3112289311125684,"spread":0.2707791570839601,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009548227,0.0002054014,0.0001627102,0.00009188474,0.00009195127,0.0001751472,0.000153036,0.0003112624,0.0005944337],"category_scores_gemma":[0.0001714106,0.00009792145,0.000155404,0.00008841415,0.0001280464,0.0002009752,0.0001356737,0.0002537823,0.0001273696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001756759,"about_ca_system_score_gemma":0.000172412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006741526,"about_ca_topic_score_gemma":0.0007788226,"domain_scores_codex":[0.9999208,0.000008366988,0.000006071292,0.00001610016,0.00002388441,0.00002476729],"domain_scores_gemma":[0.9999148,0.00002210095,0.00002571963,0.000004466599,0.00001721414,0.00001573974],"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":[0.0001066909,0.00001093977,0.00003465912,0.00002936139,0.000001786849,0.00002656396,0.000006190537,0.00007979533,0.9990451,0.00001945144,0.000009961977,0.0006294083],"study_design_scores_gemma":[0.000008748823,0.0002955826,0.0005395983,0.000004366515,0.000008411327,0.00003620391,0.000009583956,0.0005513948,0.998083,0.000006796743,0.0004521415,0.000004034163],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978516,0.000999918,0.000678769,0.00002755391,0.00002624943,0.000008593501,0.00003800797,0.000009825192,0.0003595355],"genre_scores_gemma":[0.9975896,0.0005198189,0.0008528197,0.00002063651,0.000006519601,0.000009999682,0.00004994352,0.000003455534,0.0009472319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006741526,"threshold_uncertainty_score":0.00198859,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2049721977","doi":"10.1007/bf02784877","title":"The need for a broader perspective if process analytical technology implementation is to be successful in the pharmaceutical sector","year":2006,"lang":"en","type":"article","venue":"Journal of Pharmaceutical Innovation","topic":"Advanced Statistical Process Monitoring","field":"Decision Sciences","cited_by":16,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"PricewaterhouseCoopers (Canada)","funders":"","keywords":"Process (computing); Perspective (graphical); Pharmaceutical industry; Process analytical technology; Management science; Pharmaceutical manufacturing; Engineering ethics; Business; Engineering; Computer science; Marketing; Work in process; Biotechnology; Medicine","authors":[{"name":"Ingrid Maes","is_ca":false},{"name":"Beatrijs Van Liedekerke","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2060697752730831,"gpt":0.5691735313278037,"spread":0.3631037560547206,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06950635,0.001030779,0.001661373,0.002365458,0.005098587,0.02344778,0.003532788,0.02448597,0.01028212],"category_scores_gemma":[0.1045445,0.0005789525,0.001319344,0.002003329,0.01434621,0.02722579,0.005172982,0.02086538,0.002090065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006411602,"about_ca_system_score_gemma":0.03045768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004989665,"about_ca_topic_score_gemma":0.004020704,"domain_scores_codex":[0.9541995,0.02314668,0.00281115,0.003059234,0.01298573,0.003797661],"domain_scores_gemma":[0.8173515,0.1200944,0.007794589,0.007515048,0.03655436,0.01069015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003241406,0.0006145146,0.005450505,0.001504289,0.0001127882,0.001131381,0.002871706,0.0059118,0.004106582,0.7898584,0.04227161,0.1458423],"study_design_scores_gemma":[0.0001542199,0.0006714498,0.006983394,0.001918821,0.00009485729,0.001252706,0.01421309,0.0113264,0.00470064,0.7945203,0.1639495,0.0002145677],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01393023,0.006993989,0.0341446,0.9041392,0.001849381,0.0000873483,0.00007554061,0.0001486365,0.03863102],"genre_scores_gemma":[0.7046747,0.01767182,0.0830685,0.1722915,0.007603861,0.0004836933,0.0001779165,0.0001948716,0.01383314],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06950635,"threshold_uncertainty_score":0.3675891,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2067605870","doi":"10.1007/s12247-013-9161-2","title":"Oxybenzone Entrapped in Mesoporous Silicate MCM-41","year":2013,"lang":"en","type":"article","venue":"Journal of Pharmaceutical Innovation","topic":"Mesoporous Materials and Catalysis","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Università degli Studi di Perugia; Canadian Association for the Study of the Liver","keywords":"Photoprotection; Mesoporous material; Absorption (acoustics); Chemistry; MCM-41; Chemical engineering; Materials science; Chromatography; Organic chemistry","authors":[{"name":"Valeria Ambrogi","is_ca":false},{"name":"Loredana Latterini","is_ca":false},{"name":"Fabio Marmottini","is_ca":false},{"name":"Maria Cristina Tiralti","is_ca":false},{"name":"Maurizio Ricci","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03129095568612505,"gpt":0.3140503629702065,"spread":0.2827594072840814,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006892141,0.0002691212,0.0001827361,0.0002161938,0.0001285572,0.0002496832,0.0001715958,0.0002143269,0.001587548],"category_scores_gemma":[0.00008214948,0.0001007215,0.0001519906,0.0001690085,0.0001485713,0.0001985492,0.0001175818,0.0001955727,0.0004132692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002620904,"about_ca_system_score_gemma":0.000226268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002156301,"about_ca_topic_score_gemma":0.003354958,"domain_scores_codex":[0.9999281,0.000005975875,0.000003531147,0.00001467704,0.00001448636,0.00003307008],"domain_scores_gemma":[0.9999627,0.000008756811,0.000008272277,0.000004438718,0.000005787756,0.00001006103],"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":[0.000205035,0.00001891402,0.0001103284,0.0000568699,0.000005370684,0.00004704839,0.00001195145,0.0002193077,0.9978258,0.0001226837,0.00002968369,0.001346896],"study_design_scores_gemma":[0.000005473704,0.0001414708,0.0007859957,0.000004183125,0.000009758454,0.00001431785,0.000007762183,0.0004374391,0.9977175,0.00001543117,0.0008563225,0.000004352346],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968374,0.0007967551,0.0005339485,0.00001934332,0.00003100197,0.000007014237,0.0001232729,0.00002946195,0.001621678],"genre_scores_gemma":[0.9967937,0.0003096112,0.0003657804,0.000009423883,0.000004726237,0.000002639134,0.00009767496,0.000005437257,0.002411049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002156301,"threshold_uncertainty_score":0.005310833,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2227993154","doi":"10.1007/s12247-015-9241-6","title":"Classifying Pharmaceutical Capsules Through X-Ray Image Analysis Based on the Agglomeration of Their Contents","year":2016,"lang":"en","type":"article","venue":"Journal of Pharmaceutical Innovation","topic":"X-ray Diffraction in Crystallography","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Pfizer (Canada); Université de Sherbrooke","funders":"Université de Sherbrooke; Pfizer","keywords":"Economies of agglomeration; Image (mathematics); Process engineering; Computer science; Materials science; Biochemical engineering; Biomedical engineering; Artificial intelligence; Engineering; Chemical engineering","authors":[{"name":"Ryan Gosselin","is_ca":true},{"name":"Emmanuel Vachon Lachance","is_ca":true},{"name":"Antoine Cournoyer","is_ca":true},{"name":"Fiona C. Clarke","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1064478599155971,"gpt":0.375020814955187,"spread":0.2685729550395898,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003962749,0.0005286612,0.000489672,0.002941574,0.0003480664,0.001398092,0.0002895902,0.0005607025,0.001727737],"category_scores_gemma":[0.0006755032,0.0002736298,0.0006291871,0.001049089,0.0004311191,0.0006488882,0.0002982802,0.0003429124,0.0007601503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000347391,"about_ca_system_score_gemma":0.0003367992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001960602,"about_ca_topic_score_gemma":0.00206788,"domain_scores_codex":[0.9997274,0.00002399785,0.00003185693,0.00005312408,0.000116992,0.00004655703],"domain_scores_gemma":[0.9994892,0.00009498196,0.0001299937,0.00002989906,0.0002054385,0.00005054046],"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":[0.000992403,0.0001279458,0.02035918,0.0003012531,0.00008296897,0.0002380698,0.0001581924,0.001100624,0.918199,0.0004396205,0.0004936035,0.05750715],"study_design_scores_gemma":[0.00007027905,0.0006969916,0.178607,0.00004824578,0.0003992564,0.0009159007,0.000627788,0.06134123,0.7513643,0.0004622322,0.005371653,0.00009518836],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9557464,0.001549947,0.03543427,0.0002188798,0.00007998287,0.0002137381,0.0009286137,0.0006700167,0.005158141],"genre_scores_gemma":[0.9202061,0.001162951,0.07400772,0.00008686665,0.00004148999,0.00009593352,0.001135266,0.0001334415,0.003130309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002941574,"threshold_uncertainty_score":0.005779862,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4308160387","doi":"10.1007/s12247-022-09686-2","title":"Fabrication of Zein-Chitosan-Zein Sandwich-Like Nanofibers Containing Teicoplanin as a Local Antibacterial Drug Delivery System","year":2022,"lang":"en","type":"article","venue":"Journal of Pharmaceutical Innovation","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"International Collaboration On Repair Discoveries; University of British Columbia","funders":"","keywords":"Nanofiber; Electrospinning; Teicoplanin; Differential scanning calorimetry; Materials science; Chitosan; Fourier transform infrared spectroscopy; Chemical engineering; Drug delivery; Antibacterial activity; Polymer; Nanotechnology; Composite material; Vancomycin","authors":[{"name":"Jebrail Movaffagh","is_ca":false},{"name":"Tanin Nourollahian","is_ca":false},{"name":"Saeed Khalatbari","is_ca":false},{"name":"Nafise Amiri","is_ca":true},{"name":"Bibi Sedigheh Fazly Bazzaz","is_ca":false},{"name":"Fatemeh Kalalinia","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01751654620531402,"gpt":0.2997598323722813,"spread":0.2822432861669673,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021244,0.0003980489,0.0002391039,0.0002335232,0.000188339,0.0002501572,0.0002574098,0.0005315423,0.0004261366],"category_scores_gemma":[0.0001427314,0.0002215243,0.000267847,0.0001442758,0.0001528772,0.0003245262,0.0001812317,0.0004100779,0.0002210323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000265517,"about_ca_system_score_gemma":0.0002062507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005288299,"about_ca_topic_score_gemma":0.001238423,"domain_scores_codex":[0.999911,0.000007733047,0.000008380193,0.00003153126,0.00002326325,0.00001812991],"domain_scores_gemma":[0.9998767,0.000023119,0.00004067787,0.00001190088,0.00002479675,0.00002282],"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":[0.00001046399,0.000003671943,0.00001340096,0.00001007286,0.000001487511,0.00001322477,0.000003762184,0.00006032425,0.9996626,0.0000181761,0.000005300908,0.0001974371],"study_design_scores_gemma":[0.000006268528,0.00004937539,0.0002747372,0.000001913721,0.000005438391,0.00002581113,0.000005315846,0.001025387,0.9983431,0.000006859564,0.0002514153,0.000004234066],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815673,0.0008309493,0.0161326,0.0000802297,0.00004469588,0.00007739728,0.0001859302,0.0001760354,0.0009049017],"genre_scores_gemma":[0.978435,0.0003783645,0.01938564,0.00005177695,0.0000122441,0.00007590047,0.000132337,0.00002106888,0.001507728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005315423,"threshold_uncertainty_score":0.001926541,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4280574407","doi":"10.1007/s12247-022-09652-y","title":"Hierarchical Multivariate Curve Resolution Coupled to Raman Imaging for Fast Characterization of Pharmaceutical Tablets","year":2022,"lang":"en","type":"article","venue":"Journal of Pharmaceutical Innovation","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke; Pfizer (Canada); University of Ottawa","funders":"Fonds de recherche du Québec – Nature et technologies; Pfizer Canada; Mitacs","keywords":"Principal component analysis; Outlier; Multivariate statistics; Chemical imaging; Raman spectroscopy; Computer science; Biological system; Chemometrics; Pattern recognition (psychology); Characterization (materials science); Data mining; Artificial intelligence; Analytical Chemistry (journal); Materials science; Chemistry; Machine learning; Nanotechnology; Optics; Chromatography; Physics","authors":[{"name":"Clémence Fauteux‐Lefebvre","is_ca":true},{"name":"Francis B. Lavoie","is_ca":true},{"name":"Sophie Hudon","is_ca":true},{"name":"Ryan Gosselin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05255272825113555,"gpt":0.3838676850954305,"spread":0.3313149568442949,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005905809,0.0005056291,0.0004037491,0.0009411155,0.000274321,0.0007286352,0.000725014,0.0005151088,0.001526073],"category_scores_gemma":[0.001107921,0.0004045765,0.000559744,0.0006561227,0.0003529078,0.0008077302,0.001093764,0.001185369,0.0005731693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003821416,"about_ca_system_score_gemma":0.0005294734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001287915,"about_ca_topic_score_gemma":0.003367361,"domain_scores_codex":[0.9993705,0.00008865836,0.00002142776,0.0001211868,0.0003281675,0.00006994484],"domain_scores_gemma":[0.9992352,0.0003584867,0.0001093035,0.00009965408,0.0001667442,0.00003058544],"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":[0.00007981659,0.00006350256,0.0006128069,0.00007812685,0.00002898683,0.00002503128,0.00004127409,0.00313216,0.9589198,0.0005333337,0.0002570753,0.03622809],"study_design_scores_gemma":[0.00001675982,0.0001466244,0.008035122,0.00001041326,0.00003675065,0.0001458108,0.00006150322,0.2585771,0.7304992,0.0009716543,0.00144246,0.0000566519],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4336253,0.0009809759,0.5579306,0.0002404948,0.00003536071,0.0001692981,0.0009314406,0.002446122,0.003640339],"genre_scores_gemma":[0.6580912,0.0004768235,0.338389,0.0001374847,0.00002813725,0.0001363807,0.0005209,0.0002376603,0.001982421],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001526073,"threshold_uncertainty_score":0.005105257,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401171480","doi":"10.1007/s12247-024-09856-4","title":"Improving Ampoule Opening Safety: An Exploratory Comparative Study on an Innovative Ampoule Opener","year":2024,"lang":"en","type":"article","venue":"Journal of Pharmaceutical Innovation","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Ampoule; Computer science; Materials science; Composite material","authors":[{"name":"Zu-Chun Lin","is_ca":false},{"name":"Ming-Chuan Kuo","is_ca":false},{"name":"Malcolm Koo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3540962687502475,"gpt":0.5649540216807883,"spread":0.2108577529305408,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006633165,0.0009189808,0.001773821,0.0014426,0.001431269,0.001465086,0.001518722,0.001943921,0.006058041],"category_scores_gemma":[0.01287352,0.0004861118,0.001898493,0.0007397414,0.001354651,0.002351671,0.001127675,0.002001803,0.0007818405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001148714,"about_ca_system_score_gemma":0.001655046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001263325,"about_ca_topic_score_gemma":0.001690458,"domain_scores_codex":[0.9949299,0.002165282,0.0005855277,0.0006530271,0.001176081,0.0004901575],"domain_scores_gemma":[0.9879231,0.007405018,0.001105274,0.0009289262,0.001596579,0.001041106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.1566128,0.5995857,0.01961278,0.003896738,0.001009063,0.0007328233,0.01075379,0.00103582,0.02845525,0.001262465,0.0005620509,0.1764807],"study_design_scores_gemma":[0.009991309,0.947102,0.02691421,0.0001530586,0.0008631194,0.0002396134,0.004089408,0.0007197894,0.007508615,0.0002294008,0.002088339,0.0001011542],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985356,0.0001758793,0.0002855358,0.00002695793,0.00002256822,0.0005007212,0.00005892826,0.000006257379,0.0003874522],"genre_scores_gemma":[0.9913716,0.0007369788,0.004602587,0.0001627151,0.0000815928,0.001170733,0.0001846871,0.00001218951,0.001676928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006633165,"threshold_uncertainty_score":0.03507996,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4213076723","doi":"10.1007/s12247-022-09623-3","title":"Modeling and Analysis of Nanoparticle with Non-Uniform Drug Concentration Distribution: How to Approach a Programmed Delivery?","year":2022,"lang":"en","type":"article","venue":"Journal of Pharmaceutical Innovation","topic":"Nanoparticle-Based Drug Delivery","field":"Materials Science","cited_by":0,"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":"Drug delivery; Nanoparticle; Distribution (mathematics); Drug; Industrial and production engineering; Nanotechnology; Computer science; Chemistry; Materials science; Engineering; Pharmacology; Mathematics; Medicine; Mechanical engineering","authors":[{"name":"Elham Lori Zoudani","is_ca":false},{"name":"M. Soltani","is_ca":true},{"name":"Kaamran Raahemifar","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03382064674385274,"gpt":0.2961058231465725,"spread":0.2622851764027198,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002719681,0.000444889,0.0006043078,0.0001792095,0.0002048926,0.0006526539,0.0009159427,0.001264836,0.0008898248],"category_scores_gemma":[0.0007999353,0.0003049044,0.0006452291,0.0001774254,0.0003634059,0.001181641,0.0003288246,0.0004979949,0.0002913512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000443246,"about_ca_system_score_gemma":0.0006746482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003165354,"about_ca_topic_score_gemma":0.00137491,"domain_scores_codex":[0.9998988,0.0000199397,0.000004587718,0.00002436497,0.00003468728,0.00001771671],"domain_scores_gemma":[0.9998482,0.000063382,0.0000244747,0.00001456244,0.00003747278,0.0000118676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005298092,0.00008728231,0.0006748603,0.0002125126,0.00003103445,0.0001933133,0.00006122681,0.9306055,0.03773999,0.02083338,0.0008573608,0.008650717],"study_design_scores_gemma":[0.000003299921,0.00001218319,0.00007220967,0.000003563258,0.000004277214,0.00002110513,0.000006883047,0.9958856,0.00241056,0.001043549,0.000532381,0.000004551968],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1796831,0.001914563,0.7965246,0.002156892,0.0002297685,0.0001552438,0.000236852,0.0004618156,0.01863717],"genre_scores_gemma":[0.9116746,0.002021404,0.07386495,0.0003082565,0.00007879839,0.0002313748,0.0001651183,0.000198287,0.01145727],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003165354,"threshold_uncertainty_score":0.006293893,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401721438","doi":"10.1007/s12247-024-09861-7","title":"Increasing the Stability of Pellets Containing Lycopene by Using Dual-Coating","year":2024,"lang":"en","type":"article","venue":"Journal of Pharmaceutical Innovation","topic":"Antioxidant Activity and Oxidative Stress","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Pellets; Chemistry; Coating; Acetone; Chromatography; Yield (engineering); Materials science; Chemical engineering; Organic chemistry; Composite material","authors":[{"name":"Reza Abdollahzadeh","is_ca":false},{"name":"Mehrdad Iranshahi","is_ca":false},{"name":"Abbas Akhgari","is_ca":false},{"name":"Hossein Shahdadi Sardou","is_ca":false},{"name":"Milad Iranshahy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.126662902447867,"gpt":0.4177427149997538,"spread":0.2910798125518869,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002523869,0.0004396327,0.0003281263,0.0003472445,0.00020134,0.0006912496,0.0002644859,0.0005866273,0.001340881],"category_scores_gemma":[0.0004348667,0.0002043383,0.0003376603,0.0001889273,0.0002101238,0.0006370643,0.0004336559,0.000803415,0.0004325847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002024892,"about_ca_system_score_gemma":0.0001958055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003760599,"about_ca_topic_score_gemma":0.000640429,"domain_scores_codex":[0.9997801,0.00001810095,0.00002118573,0.000078614,0.00006207277,0.00003990203],"domain_scores_gemma":[0.9996868,0.00005869595,0.00007487242,0.00003501208,0.00008928751,0.00005542846],"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":[0.00009709629,0.00001566403,0.00007879341,0.00004609077,0.000007532203,0.00002192491,0.00001397717,0.00002425195,0.9977774,0.00002317695,0.00002601994,0.001868148],"study_design_scores_gemma":[0.00001391575,0.000215129,0.001124216,0.00001230399,0.00002862235,0.00006561513,0.00001579207,0.0005045525,0.9965805,0.00001173819,0.001419678,0.000007903634],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854049,0.003575809,0.008836899,0.000132239,0.0001792651,0.00005697159,0.0001996453,0.0001636267,0.001450648],"genre_scores_gemma":[0.9824535,0.001943894,0.01054337,0.0001081625,0.00004514497,0.00006514858,0.0003526386,0.00008683392,0.004401438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001340881,"threshold_uncertainty_score":0.004485667,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}