{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000119483,0.0001012014,0.0001523912,0.00009700423,0.00001911066,0.00001349249,0.00005527671,0.00003465175,0.000004577222],"category_scores_gemma":[0.00002410497,0.0001028015,0.00002592406,0.0001218991,0.000008389327,0.00004015278,0.0000127303,0.0000577546,0.000002382263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002339288,"about_ca_system_score_gemma":0.00002555567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.72943e-7,"about_ca_topic_score_gemma":2.922509e-7,"domain_scores_codex":[0.9994677,0.000002097346,0.0002310601,0.0001004228,0.00006530649,0.0001333807],"domain_scores_gemma":[0.9996178,0.0002130334,0.00001195124,0.00009904968,0.00001943757,0.0000387751],"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":[0.000001166853,0.000009952611,0.000008109821,0.001836096,0.00005973213,3.790649e-7,0.001627812,0.917372,0.07330516,0.000556264,0.0001340318,0.00508924],"study_design_scores_gemma":[0.00009157446,0.00001742852,0.000228161,0.0004124542,0.00001456013,0.000002705983,0.00002538188,0.9354625,0.06208525,0.00008935864,0.001440117,0.0001304707],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0557554,0.001560464,0.9420438,0.000007477728,0.000144099,0.000280762,0.000003094108,0.0001838526,0.00002107209],"genre_scores_gemma":[0.8186702,0.0000149578,0.1811335,9.989445e-7,0.00001837191,0.000112156,0.000003628278,0.00003298064,0.00001321047],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7629148,"threshold_uncertainty_score":0.4192121,"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003022251,0.0001231453,0.0001506193,0.0001822255,0.00004397098,0.0001301025,0.0001230637,0.00004388184,0.000001903686],"category_scores_gemma":[0.0001641173,0.0001127556,0.00002313999,0.0003900925,0.000009099645,0.0001539354,0.00007609507,0.00009568591,0.000011377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004531341,"about_ca_system_score_gemma":0.0001347918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002265509,"about_ca_topic_score_gemma":7.349072e-7,"domain_scores_codex":[0.9991281,0.00001600698,0.000262643,0.0002420559,0.0001764414,0.0001747276],"domain_scores_gemma":[0.9986873,0.001037925,0.00002679326,0.000142489,0.00004705501,0.00005846097],"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":[0.000003084805,0.00008457748,0.0007179041,0.003521453,0.00008442892,0.0002455192,0.002070578,0.3661695,0.2761472,0.0008465283,0.0001689313,0.3499402],"study_design_scores_gemma":[0.0001243756,0.00003049511,0.001718446,0.001408704,0.000005667394,0.00004609775,0.000001837007,0.9928257,0.002513557,0.000005578395,0.001178018,0.0001414657],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2398933,0.0002522142,0.7590457,0.00001750898,0.0004498229,0.00009655506,0.000001058152,0.0002310576,0.00001280422],"genre_scores_gemma":[0.6420346,5.900818e-7,0.3578704,0.00000999411,0.00006496738,0.000006360955,5.129201e-7,0.000009422331,0.000003127196],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6266562,"threshold_uncertainty_score":0.459804,"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002695222,0.000410827,0.0003830924,0.0001987579,0.00009357855,0.0007143145,0.0003647608,0.0002149553,0.006951914],"category_scores_gemma":[0.0000316835,0.0003716725,0.00003299372,0.00008658176,0.00002452533,0.0001091023,0.0003146964,0.0002331553,0.006619653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001940624,"about_ca_system_score_gemma":0.000108665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004889117,"about_ca_topic_score_gemma":4.146921e-7,"domain_scores_codex":[0.9982726,0.00001197207,0.0004280949,0.0005480575,0.0002580386,0.0004812482],"domain_scores_gemma":[0.9994104,0.00002858515,0.00007000434,0.0002885074,0.00008147234,0.0001210389],"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":[0.00002288105,0.00003124058,6.350093e-8,0.002063444,0.00005556481,0.00002444869,0.0003777088,0.005058248,0.8892502,0.03764389,0.06526572,0.0002065751],"study_design_scores_gemma":[0.00008826343,0.00002567752,0.00000363787,0.0005239163,0.0000104721,0.000009988397,0.00003126171,0.00126943,0.2368043,0.00002107517,0.760797,0.0004149913],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.608986,0.006644174,0.024252,0.005976037,0.08543127,0.005584097,0.002498038,0.00337869,0.2572496],"genre_scores_gemma":[0.5946351,0.0008659363,0.009827586,0.0001387784,0.003228045,0.001049885,0.0006626719,0.0003673688,0.3892246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6955313,"threshold_uncertainty_score":0.9998735,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}