{"id":"W3192377638","doi":"10.1017/pds.2021.72","title":"CONCEPT MAPS COLLABORATIVE CREATION IN PRODUCT LIFECYCLE MANAGEMENT","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Design Society","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; École de Technologie Supérieure","funders":"","keywords":"Knowledge management; Product lifecycle; System lifecycle; Product (mathematics); Product management; Usability; Process management; Process (computing); Negotiation; New product development; Adaptability; Computer science; Tacit knowledge; Business; Management; Sociology; Human–computer interaction; Marketing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01337354,0.0008694557,0.0004725496,0.005414236,0.002593642,0.007152159,0.002331343,0.001979789,0.007222256],"category_scores_gemma":[0.03265529,0.0007033404,0.0008836809,0.003839424,0.003760684,0.01226816,0.006983159,0.001221641,0.001134876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002202647,"about_ca_system_score_gemma":0.002778901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002001959,"about_ca_topic_score_gemma":0.002092881,"domain_scores_codex":[0.9883858,0.00868177,0.0003951718,0.0005549959,0.001648024,0.0003343031],"domain_scores_gemma":[0.9527493,0.03791734,0.001367624,0.004638071,0.002541626,0.0007860743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003946844,0.0004703212,0.004122708,0.001637756,0.00008123519,0.001515117,0.08048648,0.01078451,0.006301701,0.4169835,0.009934373,0.4672876],"study_design_scores_gemma":[0.0002133409,0.0004307127,0.003949041,0.001678089,0.0001355616,0.002662742,0.04456277,0.1070116,0.01954911,0.3346649,0.4848648,0.000277431],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1067829,0.001111666,0.8237782,0.003266949,0.0002691876,0.001035888,0.0003298262,0.002320238,0.06110512],"genre_scores_gemma":[0.5669644,0.000506861,0.4238241,0.000160906,0.00005039233,0.0008035047,0.0002931118,0.0002599994,0.007136772],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01337354,"threshold_uncertainty_score":0.07072687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03821100707543117,"score_gpt":0.2634547836479729,"score_spread":0.2252437765725417,"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."}}