{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"e21f64de72b7","filters":{"venue":"Engineering headway"}},"results":[{"id":"W4402999964","doi":"10.4028/p-8acltz","title":"Design and Development of a Soft Pneumatic Gripper for Precise Grasping of Fragile Objects","year":2024,"lang":"en","type":"article","venue":"Engineering headway","topic":"Soft Robotics and Applications","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Algonquin College","funders":"","keywords":"Grippers; Computer science; Engineering drawing; Engineering; Mechanical engineering","authors":[{"name":"Andres Antonio Kattan Urrutia","is_ca":false},{"name":"Alberto Max Carrasco Bardales","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01737845367903632,"gpt":0.224920506741351,"spread":0.2075420530623147,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002569682,0.0004413568,0.0003528397,0.0003555503,0.0001927938,0.0003304686,0.0007791166,0.0007776913,0.0007654994],"category_scores_gemma":[0.000320062,0.0003381537,0.0003790751,0.0001906782,0.0002596727,0.000467137,0.0003558483,0.000374527,0.000497708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001651969,"about_ca_system_score_gemma":0.0003760126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001693589,"about_ca_topic_score_gemma":0.000228236,"domain_scores_codex":[0.9997545,0.00001594156,0.0000205897,0.0000496875,0.0001367128,0.00002253747],"domain_scores_gemma":[0.9997713,0.00003284427,0.00005550974,0.00003889548,0.00007385628,0.00002758287],"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":[0.00004600955,0.0000408935,0.0004086046,0.0002904052,0.00002281708,0.0004819027,0.00006114448,0.006521151,0.9248387,0.001764746,0.0004750674,0.0650486],"study_design_scores_gemma":[0.0000433205,0.001060974,0.003712561,0.00003596773,0.00005360817,0.002528238,0.00003142887,0.07567277,0.8928534,0.0007354157,0.02318978,0.00008254842],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1126568,0.0009655867,0.8785211,0.0002036561,0.0001654799,0.0003315951,0.00009152578,0.00146255,0.005601671],"genre_scores_gemma":[0.4768247,0.0004935077,0.5174162,0.0001684804,0.00002989763,0.0002180162,0.00009434163,0.00007166962,0.004683155],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0007791166,"threshold_uncertainty_score":0.002560854,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403001090","doi":"10.4028/p-ssw44m","title":"Development of a Web-Based Diagnostic Tool Using Acoustic Testing and Computer Vision","year":2024,"lang":"en","type":"article","venue":"Engineering headway","topic":"Hand Gesture Recognition Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Algonquin College","funders":"","keywords":"Computer science; Human–computer interaction; World Wide Web; Multimedia","authors":[{"name":"E Cardona","is_ca":false},{"name":"Abraham Adolfo Rodríguez Zepeda","is_ca":false},{"name":"Alberto Max Carrasco Bardales","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01989604448530446,"gpt":0.2426505894942052,"spread":0.2227545450089008,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001102815,0.0009483182,0.0007667859,0.00149632,0.000197073,0.001027417,0.001754872,0.001123164,0.007059539],"category_scores_gemma":[0.003297501,0.0004593985,0.0007415409,0.0004772343,0.0002639113,0.00112256,0.0009536748,0.0009029675,0.003635576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004258515,"about_ca_system_score_gemma":0.0008226364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001809348,"about_ca_topic_score_gemma":0.001702309,"domain_scores_codex":[0.9993474,0.00008638432,0.0000557267,0.0001484508,0.0003151441,0.00004686465],"domain_scores_gemma":[0.9979934,0.0009481269,0.0001185505,0.0002638404,0.0005681377,0.0001081455],"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":[0.000463882,0.0008091473,0.005805044,0.0005449167,0.0002661158,0.001127298,0.0002043923,0.06588945,0.06941795,0.003902656,0.0145554,0.8370137],"study_design_scores_gemma":[0.0000819773,0.0003498044,0.003364626,0.0001029035,0.00007768512,0.0007950542,0.00006403582,0.8988287,0.07747421,0.003740112,0.01503865,0.0000821892],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01204682,0.00007521193,0.9382729,0.000117042,0.0000581236,0.0003201782,0.0003990145,0.04683789,0.001872989],"genre_scores_gemma":[0.2148957,0.0001650299,0.7745892,0.0003203108,0.00004062594,0.0007193617,0.001626446,0.001041023,0.00660222],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007059539,"threshold_uncertainty_score":0.02361655,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391401132","doi":"10.4028/v-yqbz1m","title":"International Conference on Sustainable Engineering and Materials Development (ICSEMD)","year":2024,"lang":"en","type":"paratext","venue":"Engineering headway","topic":"Material Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Sustainable development; Computer science; Engineering; Engineering ethics; Manufacturing engineering; Political science","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01868757309215949,"gpt":0.240354897296051,"spread":0.2216673242038915,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001723757,0.001119925,0.0007906065,0.002084452,0.001131479,0.006401852,0.001213317,0.001773474,0.1867888],"category_scores_gemma":[0.00249303,0.000230295,0.0004318877,0.002156288,0.0008855917,0.002861579,0.003165057,0.002716273,0.1238712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002488175,"about_ca_system_score_gemma":0.004570602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003306597,"about_ca_topic_score_gemma":0.005875655,"domain_scores_codex":[0.9984655,0.0001586681,0.00006546059,0.0001692852,0.000939712,0.000201317],"domain_scores_gemma":[0.9985315,0.0001503093,0.0000584565,0.0001328252,0.000706825,0.0004200619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000274321,0.00002327471,0.00009434567,0.0002409219,0.000004347066,0.00003532602,0.00004791554,0.0002023176,0.0005089057,0.009465367,0.9117842,0.0775657],"study_design_scores_gemma":[7.193701e-7,0.000003598669,0.00009897444,0.00005071683,6.416805e-7,0.00001370987,0.00001497433,0.00004266246,0.00008459801,0.0005381147,0.9991497,0.000001575973],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001398237,0.03486466,0.006058854,0.01764895,0.07801321,0.0001649874,0.003397488,0.0008301355,0.8576235],"genre_scores_gemma":[0.006689077,0.01925033,0.002832359,0.00185758,0.005333521,0.0001649246,0.004206166,0.0005832959,0.9590828],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8132111,"threshold_uncertainty_score":0.6248709,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}