{"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":"ceac2961ff3e","filters":{"venue":"International Journal of Robotics and Mechatronics"}},"results":[{"id":"W2793138710","doi":"10.21535/ijrm.v4i1.972","title":"Numerical and Experimental Investigation of Thermal Damage in Drilling of CFRP Composites","year":2017,"lang":"en","type":"article","venue":"International Journal of Robotics and Mechatronics","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada","funders":"","keywords":"Materials science; Composite material; Drilling; Machining; Thermal; Carbon fiber reinforced polymer; Finite element method; Anisotropy; Aerospace; Thermal conduction; Fibre-reinforced plastic; Structural engineering; Composite number; Engineering; Metallurgy","authors":[{"name":"Bin Shi","is_ca":true},{"name":"A. Sadek","is_ca":false},{"name":"Mouhab Meshreki","is_ca":false},{"name":"Helmi Attia","is_ca":false},{"name":"Jessie Duquesne","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009810811255651244,"gpt":0.2602952837609856,"spread":0.2504844725053343,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005213666,0.0004267858,0.0005006175,0.0005149235,0.0004572225,0.000344071,0.0005042146,0.001056517,0.0009722993],"category_scores_gemma":[0.001277515,0.00024909,0.0003748362,0.0004313222,0.0009000709,0.0004092952,0.0003250232,0.0004672801,0.00008650988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002954536,"about_ca_system_score_gemma":0.0002779369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001717992,"about_ca_topic_score_gemma":0.001685243,"domain_scores_codex":[0.9997769,0.0000300018,0.00001438637,0.00003626764,0.000100328,0.00004202032],"domain_scores_gemma":[0.9989347,0.0005487212,0.0001799895,0.0001151375,0.0001722506,0.00004936],"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":[0.0002724095,0.000307995,0.006827862,0.0002670823,0.00002031559,0.0003734848,0.000265281,0.8849825,0.09592667,0.001574512,0.0003290024,0.008852766],"study_design_scores_gemma":[0.00001412329,0.0001961955,0.003050108,0.000009992967,0.000008565897,0.00007536232,0.00005243336,0.9800217,0.01615388,0.0001927366,0.0002096654,0.00001536098],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815896,0.0002167745,0.01449204,0.00006535092,0.00002994804,0.00002883466,0.0001261935,0.000147953,0.003303156],"genre_scores_gemma":[0.9937219,0.00004885691,0.005825344,0.00000498091,0.000002230866,0.00001568426,0.00003401985,0.000007718558,0.0003393076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001717992,"threshold_uncertainty_score":0.003415942,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2786226702","doi":"10.21535/ijrm.v4i1.971","title":"Characterization and Optimization of Machinability and Environmental Impact of Machining of Ti-6Al-4V with Minimum Quantity Lubrication","year":2017,"lang":"en","type":"article","venue":"International Journal of Robotics and Mechatronics","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; National Research Council Canada","funders":"","keywords":"Lubrication; Machining; Nozzle; Machinability; Materials science; Surface roughness; Surface finish; Metallurgy; Titanium alloy; Mechanical engineering; Composite material; Engineering; Alloy","authors":[{"name":"A. Damir","is_ca":true},{"name":"A. Sadek","is_ca":true},{"name":"Helmi Attia","is_ca":true},{"name":"Amit Tendolkar","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006422662117234992,"gpt":0.2479393685192142,"spread":0.2415167064019792,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003158757,0.0002016897,0.0003152845,0.0003538344,0.0001718042,0.0003689271,0.0003363189,0.0003223053,0.0004395307],"category_scores_gemma":[0.000825477,0.0001386065,0.0002147958,0.0002640064,0.0003194149,0.0003165793,0.0001897279,0.000196579,0.00008671925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002432922,"about_ca_system_score_gemma":0.0001441064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004749889,"about_ca_topic_score_gemma":0.001039013,"domain_scores_codex":[0.9996032,0.0000394756,0.00002295829,0.00004250911,0.000248543,0.0000432285],"domain_scores_gemma":[0.9995843,0.000112591,0.0001145272,0.00003691875,0.0001327883,0.00001899146],"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":[0.0001410616,0.00001911685,0.001229311,0.0001171035,0.000007155088,0.00005272394,0.00006604681,0.00120501,0.9939606,0.00004703715,0.00002275922,0.003132113],"study_design_scores_gemma":[0.000008519101,0.0008154564,0.008731788,0.000005500198,0.0000172713,0.00007976237,0.00009297488,0.006147445,0.9832101,0.00003884087,0.0008396781,0.00001258567],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977545,0.0002724637,0.001613887,0.00001333381,0.000003845451,0.000008567365,0.00004870041,0.00001984653,0.0002648643],"genre_scores_gemma":[0.9973224,0.0001385572,0.002078104,0.000004700189,0.000001873106,0.000006878367,0.00009075761,0.00001751476,0.0003392382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004749889,"threshold_uncertainty_score":0.001765192,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4236462201","doi":"10.21535/ijrm.v4i1.967","title":"Editorial Notes: Special Issue in Advanced Machining Technologies","year":2017,"lang":"en","type":"editorial","venue":"International Journal of Robotics and Mechatronics","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","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":"Machining; Mechanical engineering; Engineering; Aerospace; Manufacturing engineering; Automotive industry; Aerospace engineering","authors":[{"name":"Islam Shyha","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0050017518471947,"gpt":0.2716018027411465,"spread":0.2666000508939518,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00326656,0.002955207,0.002101251,0.002954014,0.002569437,0.00842623,0.002498486,0.006062359,0.07807142],"category_scores_gemma":[0.01088705,0.0007125469,0.001822846,0.00150622,0.001103369,0.004528026,0.001547957,0.006488055,0.04485825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001712651,"about_ca_system_score_gemma":0.002531312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006475686,"about_ca_topic_score_gemma":0.001161097,"domain_scores_codex":[0.9963666,0.0003290031,0.0004224787,0.000595988,0.001940832,0.0003450449],"domain_scores_gemma":[0.9849612,0.002425989,0.0008424131,0.0006277788,0.008003381,0.003139195],"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":[0.00003913511,0.00002251345,0.00004848028,0.000244072,0.000006657427,0.00006268354,0.00001500439,0.00002845229,0.0002590886,0.0003265151,0.9870059,0.01194144],"study_design_scores_gemma":[0.00001856519,0.00004461617,0.0002928899,0.0001621855,0.00001192096,0.000132942,0.0000400426,0.00008758905,0.000259026,0.0004621311,0.9984781,0.000009987651],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00009215059,0.002696515,0.0001672736,0.01017416,0.9818891,0.00002207084,0.00007992663,0.00007727438,0.004801632],"genre_scores_gemma":[0.0008286226,0.003753293,0.0001696252,0.004184019,0.9625668,0.000023053,0.0001169418,0.0001206613,0.02823697],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.07807142,"threshold_uncertainty_score":0.2611749,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}