{"id":"W4303832932","doi":"10.3390/jrfm15100443","title":"A Taxonomy of Product–Service System Perturbations through a Systematic Literature Review","year":2022,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Service and Product Innovation","field":"Business, Management and Accounting","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Terminology; Taxonomy (biology); Knowledge management; Computer science; Competence (human resources); Management science; Process management; Risk analysis (engineering); Engineering; Business; Psychology; Ecology; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02512579,0.001999332,0.002943785,0.06830626,0.002319395,0.005130902,0.001994549,0.002041368,0.002666153],"category_scores_gemma":[0.07589439,0.001041232,0.004102331,0.04317638,0.001898436,0.009766771,0.00367308,0.001694679,0.0005590168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007593506,"about_ca_system_score_gemma":0.03484605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007052176,"about_ca_topic_score_gemma":0.01798317,"domain_scores_codex":[0.9731559,0.008238275,0.009766512,0.001666443,0.006566005,0.0006068584],"domain_scores_gemma":[0.9302741,0.04213453,0.01002779,0.00221642,0.01464265,0.0007044778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001897923,0.0001248887,0.01193686,0.510614,0.002416337,0.001157807,0.008983091,0.001285846,0.00182641,0.01470744,0.01309083,0.4336668],"study_design_scores_gemma":[0.0000913301,0.0003949852,0.01728696,0.7981223,0.008631787,0.001621037,0.01305507,0.001301742,0.001091394,0.009506144,0.1487365,0.0001606825],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02014976,0.931291,0.02117691,0.005625529,0.0008913851,0.009140562,0.003734105,0.0001450153,0.007845644],"genre_scores_gemma":[0.07409761,0.8595585,0.05387716,0.001870308,0.000168416,0.006368876,0.003048678,0.00003771771,0.0009726627],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06830626,"threshold_uncertainty_score":0.1328794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01525746598759097,"score_gpt":0.2066803355110894,"score_spread":0.1914228695234985,"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."}}