{"id":"W4399293667","doi":"10.1080/09537287.2024.2360581","title":"From process-based to technology-driven: a study on functionalities as key elements of collaborative planning methods for construction projects","year":2024,"lang":"en","type":"article","venue":"Production Planning & Control","topic":"BIM and Construction Integration","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Agence Nationale de la Recherche","keywords":"Process (computing); Process management; Key (lock); Knowledge management; Computer science; Project planning; Control (management); Project management; Engineering; Systems engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003495982,0.0002347954,0.0003031211,0.0006881591,0.0001416629,0.00008014039,0.00008968937,0.0001203181,0.00002215714],"category_scores_gemma":[0.000342484,0.0002280001,0.00004787665,0.0008353146,0.00006359752,0.0002072729,0.000006145216,0.0002304945,0.00001136538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001159341,"about_ca_system_score_gemma":0.0001543646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006387501,"about_ca_topic_score_gemma":0.000001386648,"domain_scores_codex":[0.998571,0.00007979977,0.0004614401,0.0004680254,0.0002180462,0.0002016944],"domain_scores_gemma":[0.9990526,0.000182155,0.0001024822,0.0001890552,0.0004288271,0.00004485714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002759779,0.0003719563,0.03292356,0.0007895072,0.002276863,0.000009986974,0.0235394,0.58901,0.1472426,0.008573465,0.003827266,0.1886756],"study_design_scores_gemma":[0.006898795,0.006236057,0.003212502,0.002894287,0.00102974,0.00005973867,0.1277104,0.2230669,0.5651984,0.01785754,0.04404362,0.001791982],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5510178,0.0008012256,0.4383113,0.0008091914,0.004506794,0.002889581,0.0001633426,0.001116052,0.0003847256],"genre_scores_gemma":[0.9722628,0.000001111102,0.02561259,0.00003807864,0.0004529368,0.001478098,0.00004911282,0.00003758823,0.00006766528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.421245,"threshold_uncertainty_score":0.9297575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02206547597754561,"score_gpt":0.3475595517733557,"score_spread":0.3254940757958101,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}