{"id":"W1473715434","doi":"10.1016/j.ifacol.2015.06.054","title":"The Evolution of Rapid Production: How to Adopt Novel Manufacturing Technology","year":2015,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Production (economics); Business; Disadvantage; Business model; Competitive advantage; Service (business); Product (mathematics); Industrial organization; Manufacturing engineering; Commerce; Computer science; Marketing; Engineering; Economics","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":[0.01219158,0.0004538675,0.0002913539,0.001021511,0.00243664,0.009233109,0.001534104,0.003404282,0.004151098],"category_scores_gemma":[0.01854105,0.000497245,0.0004860017,0.0005860416,0.007019565,0.01544193,0.004501654,0.00356266,0.001401462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002904457,"about_ca_system_score_gemma":0.004404222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001886284,"about_ca_topic_score_gemma":0.001308237,"domain_scores_codex":[0.9944838,0.00213956,0.00030524,0.0007161921,0.001638592,0.0007165583],"domain_scores_gemma":[0.9884602,0.005021751,0.001530234,0.001601679,0.00241126,0.0009750077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001359226,0.0004522163,0.01723089,0.0006007323,0.00005809643,0.002634973,0.03854309,0.002571108,0.01080851,0.5310678,0.01146443,0.3844323],"study_design_scores_gemma":[0.00005894633,0.0006707835,0.0145241,0.001158768,0.00006875782,0.002696544,0.04032153,0.005111451,0.0101892,0.2725964,0.6524299,0.0001735986],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3242583,0.01101376,0.145299,0.1469562,0.001652418,0.0005441072,0.0000669519,0.0005855579,0.3696237],"genre_scores_gemma":[0.8787427,0.005102511,0.08837742,0.007981692,0.0002549393,0.0001882332,0.00005723394,0.0001968783,0.0190984],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01219158,"threshold_uncertainty_score":0.06447601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01961996899439879,"score_gpt":0.2187592498291591,"score_spread":0.1991392808347603,"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."}}