{"id":"W2950217926","doi":"10.19255/jmpm01902","title":"Dimensions and requirements of collaborative planning in business transformation projects","year":2019,"lang":"en","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Process management; Dimension (graph theory); Environmental design and planning; Project planning; Process (computing); Project management; Business; Computer science; Knowledge management; Engineering; Systems engineering; Land-use planning","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":[0.001631139,0.0001622782,0.0003159556,0.001118412,0.00009778206,0.0001279893,0.000284766,0.0001023251,0.00006095084],"category_scores_gemma":[0.0002928439,0.0001384934,0.00003841557,0.002530775,0.00007502153,0.001109929,0.0001194682,0.0001463303,0.00001424321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008655497,"about_ca_system_score_gemma":0.0001630613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000730081,"about_ca_topic_score_gemma":0.0007547642,"domain_scores_codex":[0.9979411,0.0001251002,0.0006949684,0.000328719,0.0006278401,0.0002823106],"domain_scores_gemma":[0.998699,0.0001929736,0.0003218829,0.0004037437,0.0003169541,0.00006541356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002608791,0.00009785203,0.9163433,0.00006984214,0.00002306294,0.000006798681,0.005640572,0.003249255,0.008449244,0.02660771,0.0004656683,0.03878579],"study_design_scores_gemma":[0.001876962,0.0002117538,0.844721,0.0002719874,0.00001934525,0.00002557599,0.005937219,0.1270795,0.007542367,0.007530255,0.004349436,0.0004346414],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751889,0.0002725983,0.01896299,0.0009776148,0.0001461064,0.001034736,0.00001501912,0.00006455846,0.003337459],"genre_scores_gemma":[0.9941393,0.0001325864,0.005012764,0.0001860599,0.00001289266,0.00008642441,0.000007008254,0.00001097176,0.0004120295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1238302,"threshold_uncertainty_score":0.5647597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03830337465686514,"score_gpt":0.3120571277998445,"score_spread":0.2737537531429793,"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."}}