{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"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":"045b88b611d6","filters":{"venue":"Emerging trends in mechatronics"}},"results":[{"id":"W4403092151","doi":"10.1007/978-981-97-7117-2_8","title":"Ethical and Social Consideration in Mechatronics","year":2024,"lang":"en","type":"book-chapter","venue":"Emerging trends in mechatronics","topic":"Mechatronics Education and Applications","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Laurentian University","funders":"","keywords":"Mechatronics; Engineering ethics; Sociology; Engineering; Control engineering","authors":[{"name":"Md Hosne Mobarak","is_ca":false},{"name":"Md. Jahid Hasan","is_ca":false},{"name":"Mustafizur Rahman","is_ca":false},{"name":"Masud Rana","is_ca":false},{"name":"Abu Salman Saikat","is_ca":true},{"name":"Rumana Tasnim","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02161370915115607,"gpt":0.2895245465090075,"spread":0.2679108373578514,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0005558512,0.0005230703,0.000545819,0.001083744,0.0001043,0.0001124825,0.0002169281,0.001210445,0.0006424595],"category_scores_gemma":[0.00001097606,0.0006364907,0.0001513215,0.0002108475,0.00006835649,0.00008478051,0.0001085277,0.003090526,0.0001428708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006985238,"about_ca_system_score_gemma":0.0001327878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001082018,"about_ca_topic_score_gemma":0.0005988405,"domain_scores_codex":[0.9977246,0.00002610241,0.0007630774,0.0006207842,0.000344196,0.000521258],"domain_scores_gemma":[0.9993382,0.00008597804,0.00008964099,0.0003626341,0.00003577648,0.00008780528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000325259,0.0000117625,0.000001254993,0.0001337336,0.00004611894,0.000005255772,0.0008358444,0.00170238,0.00005422223,0.9766791,0.006953917,0.01357316],"study_design_scores_gemma":[0.0004540446,0.00002268411,0.000005129821,0.0002163215,0.00007392251,0.000009405881,0.0001918784,0.05690235,0.00004007285,0.2928966,0.6484098,0.0007777266],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00294148,0.03962287,0.006549077,0.04921913,0.006373659,0.001597591,0.0006379788,0.002755063,0.8903031],"genre_scores_gemma":[0.5936274,0.01457286,0.01156195,0.001765692,0.002216774,0.0008018619,0.003225386,0.00157039,0.3706577],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6837825,"threshold_uncertainty_score":0.9996086,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}