{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"61ff48de6034","filters":{"venue":"Digital Manufacturing Technology"}},"results":[{"id":"W4318943137","doi":"10.37256/dmt.3120231856","title":"Building Information Modeling (BIM) and Robotic Manufacturing Technological Interoperability in Construction – A Cyclic Systematic Literature Review","year":2023,"lang":"en","type":"article","venue":"Digital Manufacturing Technology","topic":"BIM and Construction Integration","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"Mitacs","keywords":"Interoperability; Building information modeling; Operationalization; Engineering; Bridge (graph theory); Systems engineering; Information model; Manufacturing engineering; Computer science; Engineering management; Knowledge management; Software engineering; Operations management; World Wide Web","authors":[{"name":"Walid Anane","is_ca":true},{"name":"Ivanka Iordanova","is_ca":true},{"name":"Claudiane Ouellet‐Plamondon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007623162048467395,"gpt":0.2068529614273865,"spread":0.1992297993789192,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009916591,0.001020144,0.002109035,0.02078527,0.0008908343,0.002909004,0.001304882,0.001739239,0.002827207],"category_scores_gemma":[0.02647324,0.0007796769,0.001991604,0.02128754,0.001557747,0.003636099,0.002084804,0.001052704,0.0004442364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002835696,"about_ca_system_score_gemma":0.02088111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007490213,"about_ca_topic_score_gemma":0.02147602,"domain_scores_codex":[0.9930211,0.00295262,0.00179019,0.000478199,0.001570655,0.0001872943],"domain_scores_gemma":[0.9675105,0.02582991,0.002671143,0.000604508,0.003139809,0.000244124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006057409,0.00009970438,0.001998049,0.5531643,0.000970651,0.0004538421,0.002839166,0.0007327085,0.000504181,0.01037446,0.006665339,0.422137],"study_design_scores_gemma":[0.00002384796,0.0001472682,0.004922274,0.8043724,0.004211559,0.00117586,0.003890732,0.0004442259,0.000469187,0.004153732,0.176122,0.00006697734],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00137946,0.9953537,0.0009778659,0.0006154244,0.0001065103,0.0001646543,0.000163714,0.000007932407,0.001230659],"genre_scores_gemma":[0.01392058,0.9820655,0.00289861,0.000377062,0.00007182148,0.0002767417,0.0002033515,0.000006496576,0.0001798566],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02078527,"threshold_uncertainty_score":0.05244458,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387380925","doi":"10.37256/dmt.3220232944","title":"Identification and Evaluation of the Key Decision Support Factors for Selecting Off-site Construction in Canada: A Building Information Modeling (BIM)-enabled Approach","year":2023,"lang":"en","type":"article","venue":"Digital Manufacturing Technology","topic":"BIM and Construction Integration","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Alberta; École de Technologie Supérieure","funders":"Mitacs","keywords":"Prefabrication; Building information modeling; Identification (biology); Engineering; Factory (object-oriented programming); Quality (philosophy); Modular design; Productivity; Weighting; Function (biology); Key (lock); Computer science; Operations management; Civil engineering","authors":[{"name":"Amirhossein Mehdipoor","is_ca":true},{"name":"Ivanka Iordanova","is_ca":true},{"name":"Mohamed Al‐Hussein","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01289876203755141,"gpt":0.210972378093869,"spread":0.1980736160563176,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03060644,0.001171347,0.001408051,0.01890926,0.006572482,0.007166496,0.001938902,0.0009310175,0.001644739],"category_scores_gemma":[0.06033835,0.0008364358,0.001487137,0.02236455,0.002324619,0.002366582,0.004074723,0.001164682,0.0001760225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09206167,"about_ca_system_score_gemma":0.3046964,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9025387,"about_ca_topic_score_gemma":0.9590681,"domain_scores_codex":[0.980543,0.007115887,0.002513182,0.0008460296,0.007023091,0.001958888],"domain_scores_gemma":[0.9287283,0.02783737,0.005380247,0.0008066499,0.03476182,0.002485577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007484026,0.0008107069,0.2370007,0.04093693,0.0007117592,0.00219702,0.1019567,0.006128563,0.004555773,0.01320359,0.00652473,0.5852252],"study_design_scores_gemma":[0.0003696415,0.001298799,0.4433201,0.03105398,0.003700713,0.0007273687,0.3989502,0.02229895,0.009070368,0.00429034,0.08444832,0.0004711479],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8874527,0.02623106,0.01874932,0.007090926,0.0001127714,0.01218354,0.004198333,0.0001527994,0.04382846],"genre_scores_gemma":[0.8964124,0.01340696,0.08296843,0.0004511389,0.00001348672,0.002789803,0.001512824,0.00002181999,0.00242313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09746128,"threshold_uncertainty_score":0.6679573,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}