{"meta":{"query_hash":"61ff48de6034","filters":{"venue":"Digital Manufacturing Technology"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/61ff48de6034","api":"https://metacan.xera.ac/api/v1/cohort?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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.007623162048467395,"score_gpt":0.20685296142738654,"score_spread":0.19922979937891916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318943137","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9661123,0.004223381,0.024522126,0.00037386245,0.000295943,0.0007588484,0.000009679449,0.0033366866,0.00036714587],"genre_scores_gemma":[0.9954987,0.0032467004,0.0010130553,0.000026467995,0.000011894924,0.00015257465,0.000027716187,0.000018909766,0.000003942089],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99858034,0.000020797981,0.0006604609,0.0002654101,0.00013966898,0.00033330888],"domain_scores_gemma":[0.99948514,0.000040675885,0.00007672329,0.00032170105,0.000032808734,0.000042960703],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001951133,0.000270597,0.0004441228,0.001117546,0.000070672504,0.00021424945,0.0002056509,0.0003643131,0.0000040956447],"category_scores_gemma":[0.00017009584,0.0002381589,0.000059707978,0.00060979347,0.00013131501,0.0011975674,0.00013298371,0.0005931403,0.000037741862],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025288491,0.000038157254,0.0011174772,0.13427186,0.00016530047,0.00008627973,0.0002765295,0.06627157,0.00097486895,0.045575395,0.00005679478,0.7511405],"study_design_scores_gemma":[0.0017372076,0.00019101833,0.001599519,0.168031,0.00016608399,0.0044504376,0.003142026,0.52083653,0.0819375,0.21439216,0.000834281,0.0026822325],"about_ca_topic_score_codex":0.0000014494706,"about_ca_topic_score_gemma":0.0000032177425,"teacher_disagreement_score":0.74845827,"about_ca_system_score_codex":0.00014445774,"about_ca_system_score_gemma":0.0000062268773,"threshold_uncertainty_score":0.97118384},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.01289876203755141,"score_gpt":0.21097237809386898,"score_spread":0.19807361605631757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387380925","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.943891,0.000016868717,0.0550552,0.000028212047,0.00029430157,0.00040257623,0.000024242958,0.00017812473,0.00010947922],"genre_scores_gemma":[0.9990002,0.000008566126,0.0008454665,0.0000019724507,0.000008409375,0.00006651435,0.00005631075,0.000010750121,0.0000017978584],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990438,0.000008972502,0.00041259325,0.0001358666,0.00022939629,0.00016934337],"domain_scores_gemma":[0.99955934,0.00005055222,0.000108644446,0.00014681599,0.00011836679,0.000016277107],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002532184,0.00011209559,0.00013053334,0.00047493607,0.000087620945,0.00006181305,0.000099343124,0.0001180313,0.000001376016],"category_scores_gemma":[0.00019238901,0.000099440986,0.00002729232,0.00043084746,0.000030046796,0.0006629234,0.000038443053,0.00013937593,6.59732e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000119533015,0.0000038579615,0.012003629,0.00010241522,0.000023086048,6.04082e-8,0.00032258523,0.47178626,0.0019054582,0.0018216413,0.000019796284,0.51199925],"study_design_scores_gemma":[0.0003372456,0.000007112322,0.0078050154,0.00003700639,0.000016822849,0.000013652969,0.001824472,0.931966,0.048709393,0.009098366,0.000071412636,0.00011349023],"about_ca_topic_score_codex":0.0020847272,"about_ca_topic_score_gemma":0.00836344,"teacher_disagreement_score":0.51188576,"about_ca_system_score_codex":0.0003684012,"about_ca_system_score_gemma":0.00012577804,"threshold_uncertainty_score":0.46669957},"labels":[],"label_agreement":null}]}