{"id":"W2518858664","doi":"10.1115/1.4034673","title":"Architecture, Performance, and Investment in Product Development Networks","year":2016,"lang":"en","type":"article","venue":"Journal of Mechanical Design","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Modular design; New product development; Architecture; Resource allocation; Product (mathematics); Resource (disambiguation); Computer science; Product design; Investment (military); Systems engineering; Industrial engineering; Engineering; Business; Marketing; Mathematics","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":[0.001395101,0.0001223059,0.0001939072,0.0002759646,0.00005487551,0.00005494502,0.0001473939,0.00004240151,0.00003408241],"category_scores_gemma":[0.0001745899,0.00007240198,0.00002309438,0.0002584209,0.00001859999,0.0005704637,0.00007287614,0.0001201557,0.00001427832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005275288,"about_ca_system_score_gemma":0.00006060113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.280418e-7,"about_ca_topic_score_gemma":0.000002353691,"domain_scores_codex":[0.9989285,0.00002366827,0.0004526384,0.0001518381,0.0002427923,0.0002005861],"domain_scores_gemma":[0.9994743,0.00003942052,0.0002779656,0.00007887815,0.0001084024,0.0000210391],"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":[0.0009804043,0.0002983429,0.01046265,0.0001508555,0.0001015049,0.00005616081,0.0001251983,0.002409476,0.008561153,0.01289363,0.008314642,0.955646],"study_design_scores_gemma":[0.0237528,0.0007185815,0.2828231,0.004991368,0.0003553616,0.0003844616,0.0001619798,0.03235525,0.06554637,0.1171531,0.4680966,0.003660981],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5984428,0.0004972933,0.3946862,0.003483714,0.001059838,0.0006045946,8.959402e-8,0.00004698475,0.001178447],"genre_scores_gemma":[0.9875468,0.00008520991,0.01075487,0.00083317,0.0006259368,0.000006624007,5.408103e-7,0.00001422704,0.0001326398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.951985,"threshold_uncertainty_score":0.2952467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0194428533557219,"score_gpt":0.1927433810729333,"score_spread":0.1733005277172114,"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."}}