{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"9b795d540e20","filters":{"venue":"Journal of Composites and Compounds"}},"results":[{"id":"W3184012730","doi":"10.52547/jcc.3.2.6","title":"Application of Polyoxometalate-based composites for sensor systems: A review","year":2021,"lang":"en","type":"review","venue":"Journal of Composites and Compounds","topic":"Polyoxometalates: Synthesis and Applications","field":"Materials Science","cited_by":43,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Polyoxometalate; Carbon nanotube; Materials science; Composite material; Graphene; Composite number; Nanotechnology; Chemistry; Organic chemistry; Catalysis","authors":[{"name":"Hamid Khalilpour","is_ca":true},{"name":"Parisa Shafiee","is_ca":false},{"name":"Amirhossein Darbandi","is_ca":false},{"name":"Mohammad Yusuf","is_ca":false},{"name":"Shirin Mahmoudi","is_ca":false},{"name":"Zahra Moazzami Goudarzi","is_ca":false},{"name":"Sadegh Mirzamohammadi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03428329642910634,"gpt":0.3216399531131079,"spread":0.2873566566840016,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003862237,0.001138823,0.0009136547,0.002484835,0.0003176402,0.0006532774,0.0006119541,0.0008172951,0.002211],"category_scores_gemma":[0.0003479996,0.0004636063,0.0005200637,0.002343448,0.0002852812,0.001164466,0.0005401655,0.001073937,0.001015274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003743621,"about_ca_system_score_gemma":0.0007403007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007325037,"about_ca_topic_score_gemma":0.001620941,"domain_scores_codex":[0.9998692,0.00001378023,0.00001739095,0.00003286099,0.00004937726,0.00001737525],"domain_scores_gemma":[0.999846,0.00005843194,0.0000306706,0.000005094597,0.00004400104,0.00001584474],"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":[0.00006875923,0.000214853,0.0003001356,0.0454818,0.0001559294,0.0004257427,0.000145607,0.0009092745,0.02376482,0.006135847,0.02182973,0.9005675],"study_design_scores_gemma":[0.0000138419,0.0002613628,0.0009075818,0.002578236,0.000162865,0.001269924,0.00008179999,0.0002878742,0.005493275,0.001103363,0.9878075,0.00003250721],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005368773,0.9977581,0.00033212,0.0001235765,0.000161217,0.000009291912,0.00001736825,0.0000103587,0.001051194],"genre_scores_gemma":[0.001727742,0.9970016,0.0004063733,0.00008493748,0.00008136031,0.00001128656,0.00002344983,0.000001756583,0.000661477],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002484835,"threshold_uncertainty_score":0.007396519,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3088470994","doi":"10.29252/jcc.2.3.6","title":"A review on development and application of self-healing thermal barrier composite coatings","year":2020,"lang":"en","type":"review","venue":"Journal of Composites and Compounds","topic":"High-Temperature Coating Behaviors","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Thermal barrier coating; Materials science; Coating; Durability; Self-healing; Composite material; Composite number; Service life; Oxide; Gas turbines; Mechanical engineering; Metallurgy; Engineering","authors":[{"name":"Aliasghar Abuchenari","is_ca":false},{"name":"Hadi Ghazanfari","is_ca":true},{"name":"Mostafa Siavashi","is_ca":false},{"name":"Maryam Sabetzadeh","is_ca":false},{"name":"Sajad Talebi","is_ca":false},{"name":"Zahra Karami Chemeh","is_ca":false},{"name":"Ata Jamavari","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01357962745802405,"gpt":0.2668288536889421,"spread":0.2532492262309181,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002997526,0.0008639458,0.0008212454,0.002297448,0.0002956607,0.0007180452,0.0005985646,0.0007094574,0.004931988],"category_scores_gemma":[0.000390135,0.0003619153,0.0005870837,0.002307407,0.0001695911,0.001031359,0.000421827,0.0008981383,0.001858276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000281627,"about_ca_system_score_gemma":0.0008833552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007649926,"about_ca_topic_score_gemma":0.001343479,"domain_scores_codex":[0.9998193,0.00001663003,0.00002487133,0.00003996426,0.00008024935,0.00001895163],"domain_scores_gemma":[0.9998173,0.00005900524,0.00003981392,0.000006773993,0.00005980683,0.0000173007],"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":[0.00006548673,0.0001657118,0.0002718403,0.06758933,0.0001338605,0.0003947148,0.0001480387,0.0007367566,0.02274803,0.004939904,0.03350047,0.8693058],"study_design_scores_gemma":[0.000006530302,0.0001541698,0.0006455241,0.00265576,0.0001218865,0.0008539881,0.00004747615,0.0001311492,0.003741362,0.000663314,0.9909585,0.00002049597],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007293981,0.9953613,0.0004704711,0.0001706381,0.000319944,0.00001466905,0.00005855959,0.00002034028,0.002854642],"genre_scores_gemma":[0.001714082,0.996052,0.0005480041,0.0001117471,0.0001150158,0.0000119768,0.0000648069,0.000003311915,0.001379091],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004931988,"threshold_uncertainty_score":0.01649916,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4223538260","doi":"10.52547/jcc.4.1.6","title":"Surface modification of metallic orthopedic implants for anti-pathogenic characteristics","year":2022,"lang":"en","type":"article","venue":"Journal of Composites and Compounds","topic":"Orthopedic Infections and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Orthopedic surgery; Antibiotics; Antimicrobial; Medicine; Pathogenic bacteria; Antibiotic resistance; Microbiology; Biology; Surgery; Bacteria","authors":[{"name":"Varinder Pal Singh Sidhu","is_ca":true},{"name":"Juliana Marchi","is_ca":false},{"name":"Roger Borges","is_ca":false},{"name":"Elahe Naghizadeh Raeisi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02275896488696402,"gpt":0.2866313632872567,"spread":0.2638723984002928,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001135151,0.0004423058,0.0002567275,0.0002641829,0.0001458492,0.0002556895,0.0001986312,0.0004835717,0.001270575],"category_scores_gemma":[0.0001817292,0.0001319951,0.0003173423,0.0001832334,0.0001489129,0.0001859612,0.0002012072,0.0003556416,0.0003486117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001226779,"about_ca_system_score_gemma":0.0001473734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001692934,"about_ca_topic_score_gemma":0.0003693797,"domain_scores_codex":[0.9998668,0.00001598981,0.000007672215,0.00002110158,0.00006436923,0.00002407427],"domain_scores_gemma":[0.9999563,0.000008983072,0.0000116064,0.000004201649,0.00001302912,0.000005992948],"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":[0.00006189397,0.00002522489,0.0001661564,0.0006922894,0.00001718117,0.000160158,0.00002724344,0.0002335696,0.975669,0.0004837533,0.0004920804,0.02197138],"study_design_scores_gemma":[0.00001824887,0.001011633,0.005065822,0.0001226102,0.0001082038,0.00123899,0.00008163523,0.001442136,0.9303285,0.0004414615,0.06011188,0.00002881888],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7631596,0.172895,0.03411346,0.001008804,0.00132738,0.0002289191,0.0004788511,0.0004680582,0.02631999],"genre_scores_gemma":[0.941422,0.03323308,0.01598131,0.0004272154,0.0001492809,0.00009714558,0.0002673728,0.00005711428,0.00836551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001270575,"threshold_uncertainty_score":0.004250467,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4327884627","doi":"10.52547/jcc.4.4.7","title":"Carbon-based composites for removal of pharmaceutical components from water","year":2022,"lang":"en","type":"article","venue":"Journal of Composites and Compounds","topic":"Nanomaterials for catalytic reactions","field":"Chemistry","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Activated carbon; Graphene; Carbon fibers; Adsorption; Materials science; Carbon nanotube; Water treatment; Nanotechnology; Composite material; Chemical engineering; Composite number; Chemistry; Organic chemistry; Environmental science; Environmental engineering","authors":[{"name":"Saeed Bahadorikhalili","is_ca":false},{"name":"Fariborz Sharifianjazi","is_ca":false},{"name":"Maryam Azimpour","is_ca":false},{"name":"Neda Min Bashi","is_ca":false},{"name":"Aliasghar Abuchenari","is_ca":false},{"name":"Mahsa Borzouyan Dastjerdi","is_ca":false},{"name":"Zahra Hashemian","is_ca":false},{"name":"Masoud Soroush Bathaei","is_ca":true},{"name":"Mahnoosh Fatemi","is_ca":false},{"name":"Mahsa Hojjati","is_ca":false},{"name":"Amirhossein Esmaeilkhanian","is_ca":false},{"name":"Elahe Ahmadi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02006635606203221,"gpt":0.2590426159725095,"spread":0.2389762599104773,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001421837,0.0003965858,0.0002027715,0.0006492652,0.0001979946,0.0002418454,0.0001394884,0.0004043888,0.000971248],"category_scores_gemma":[0.0001397044,0.0001349488,0.0003320701,0.0003665765,0.0001377992,0.0003833217,0.0001784984,0.0005065703,0.0003885479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002801015,"about_ca_system_score_gemma":0.0002166116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004630591,"about_ca_topic_score_gemma":0.001568518,"domain_scores_codex":[0.9998456,0.00001696886,0.000009123733,0.00003175534,0.00007898641,0.00001740799],"domain_scores_gemma":[0.9999508,0.0000159525,0.00000832688,0.000003220896,0.0000171822,0.00000454604],"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":[0.00003917269,0.00006162676,0.0002032259,0.003078607,0.0000442487,0.0002383673,0.00005786903,0.0007872819,0.9156111,0.003602604,0.001850704,0.07442518],"study_design_scores_gemma":[0.000005221232,0.0001575768,0.0009567358,0.0001530052,0.00006820665,0.0005125317,0.00003395669,0.001934881,0.8818876,0.0007069617,0.1135556,0.00002766727],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.235057,0.6408286,0.06593059,0.001205909,0.001713606,0.000225426,0.0005474805,0.0006875942,0.05380386],"genre_scores_gemma":[0.7008874,0.2272811,0.04864632,0.0007028563,0.0003402092,0.0001035543,0.0003913749,0.0001314124,0.02151563],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.000971248,"threshold_uncertainty_score":0.003249168,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413282782","doi":"10.61882/jcc.6.2.2","title":"Exploring 3-D printing: additive manufacturing for metallic components, processes, structures, and properties","year":2024,"lang":"en","type":"article","venue":"Journal of Composites and Compounds","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"3D printing; Materials science; Metal; Metallurgy; Manufacturing engineering; Engineering","authors":[{"name":"Mojdeh Mahdi Rezaei Khamseh","is_ca":true},{"name":"Soroush Etebarian","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05676977362699613,"gpt":0.2272706743970023,"spread":0.1705009007700061,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003655548,0.0005435769,0.0003644908,0.0009013394,0.0003826381,0.002010002,0.000555386,0.0008607013,0.001850787],"category_scores_gemma":[0.0005321745,0.00041518,0.0008036626,0.0009005676,0.000747501,0.00106559,0.0006441778,0.0006901904,0.0008604426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006613882,"about_ca_system_score_gemma":0.0004499678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006047811,"about_ca_topic_score_gemma":0.0009793292,"domain_scores_codex":[0.999557,0.00004996461,0.00001869641,0.00004498395,0.0003016961,0.0000277182],"domain_scores_gemma":[0.9997384,0.0001296346,0.00003025172,0.00005077252,0.00004274806,0.00000816796],"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":[0.00009962148,0.0001032206,0.003364345,0.00215715,0.0001153953,0.001008092,0.0007418919,0.07785219,0.3753223,0.1448666,0.00434855,0.3900207],"study_design_scores_gemma":[0.00001854867,0.0002946146,0.004768756,0.0003230667,0.0001298,0.00443439,0.0004240646,0.1748904,0.460337,0.04723238,0.3069811,0.0001658166],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08501902,0.0291253,0.7888913,0.001206281,0.0003139862,0.0000985001,0.0004138144,0.001876324,0.09305563],"genre_scores_gemma":[0.5308593,0.02929116,0.4199226,0.0004958334,0.0001491122,0.0001003064,0.0004242666,0.0003369383,0.01842044],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002010002,"threshold_uncertainty_score":0.006191492,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}