{"id":"W2998905696","doi":"","title":"Comparative study of companies with different focus on product longevity","year":2019,"lang":"en","type":"book-chapter","venue":"Nottingham Trent University's Institutional Repository (Nottingham Trent Repository)","topic":"Technology Assessment and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Research Councils UK; Trent University; Nottingham Trent University","keywords":"Longevity; Product (mathematics); Business; Marketing; Ethos; Terminology; Clothing; New product development","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0001467744,0.001362177,0.001699608,0.001125917,0.0008891794,0.0001047916,0.0009712761,0.0004669354,0.0000363247],"category_scores_gemma":[0.000008856126,0.001278803,0.000423816,0.0002264868,0.0006403531,0.0003278661,0.0004071977,0.001402915,0.00002782774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001605079,"about_ca_system_score_gemma":0.0002929384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008224289,"about_ca_topic_score_gemma":0.0001340804,"domain_scores_codex":[0.995266,0.0001219879,0.00104161,0.001459989,0.001493462,0.0006169658],"domain_scores_gemma":[0.9968449,0.000210252,0.0009951652,0.001405807,0.0003354114,0.0002084591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00707516,0.02294598,0.05697156,0.006172399,0.03687611,0.01362469,0.01520289,0.3449242,0.009676961,0.4505337,0.01872284,0.01727352],"study_design_scores_gemma":[0.05295029,0.03992082,0.1497481,0.02509417,0.02268208,0.001482481,0.01717162,0.01607817,0.1415228,0.001212427,0.5065283,0.02560869],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4410157,0.0003436496,0.000311463,0.00004110148,0.002292917,0.001928065,0.00004720398,0.0009903718,0.5530295],"genre_scores_gemma":[0.8915831,0.00004146574,0.0001549847,0.000005197149,0.0002847571,0.0000163525,0.00008165361,0.0000924308,0.10774],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4878055,"threshold_uncertainty_score":0.9999129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01461701585551554,"score_gpt":0.2047930123559198,"score_spread":0.1901759965004043,"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."}}