{"id":"W3216011369","doi":"10.32920/ryerson.14655036.v1","title":"Communicating Returnable Packaging Through Product Labelling","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Consumer Packaging Perceptions and Trends","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University; Toronto Metropolitan University","funders":"","keywords":"Product (mathematics); Business; Marketing; Sustainability; Packaging and labeling; Population; Advertising; Process (computing); Bottle; Willingness to pay; Economics; Computer science; Engineering; Sociology; Microeconomics","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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005137025,0.0004489567,0.0005156691,0.0002340642,0.0005898729,0.002233353,0.0007889913,0.0001534731,0.001802852],"category_scores_gemma":[0.0001174166,0.0004441163,0.0002443085,0.0005858664,0.00008574645,0.0009896999,0.003651773,0.001185238,0.00026272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006556037,"about_ca_system_score_gemma":0.00008395824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004770412,"about_ca_topic_score_gemma":0.0009105505,"domain_scores_codex":[0.9977561,0.00002852994,0.0005471896,0.0008349498,0.0003250533,0.0005081525],"domain_scores_gemma":[0.9972809,0.00005059614,0.0004131999,0.001856473,0.0003851063,0.00001373749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007120578,0.002595321,0.4810104,0.01780387,0.003000123,0.0004740094,0.009792764,0.009634541,0.007738135,0.06536833,0.1453406,0.2571707],"study_design_scores_gemma":[0.0020652,0.0000100631,0.02318747,0.007107145,0.001844138,0.00005968308,0.01144328,0.05396871,0.0007971541,0.0327077,0.8605743,0.006235157],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4257571,0.007166643,0.005013664,0.01624978,0.003128678,0.0007230915,0.000009826799,0.001838233,0.540113],"genre_scores_gemma":[0.9758232,0.0003119918,0.01268085,0.00184918,0.00160904,0.00006301456,0.0005439612,0.0001023799,0.007016359],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7152337,"threshold_uncertainty_score":0.999801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05632576089873538,"score_gpt":0.2770174132533484,"score_spread":0.2206916523546131,"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."}}