{"id":"W3194486677","doi":"10.25300/misq/2022/15252","title":"Product Meaning in Digital Product Innovation","year":2022,"lang":"en","type":"article","venue":"MIS Quarterly","topic":"Design Education and Practice","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Meaning (existential); Product (mathematics); Product design; New product development; Product innovation; Process (computing); Computer science; Knowledge management; Business; Marketing; Psychology; 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":[0.0002621521,0.00007237223,0.00006645662,0.0001839894,0.00005523974,0.00007121546,0.0000911975,0.00000802256,0.0002719767],"category_scores_gemma":[0.00005282074,0.00008636692,0.00001083169,0.0007844252,0.000005541311,0.0004306818,0.000004108637,0.0001951271,0.00007432636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008557353,"about_ca_system_score_gemma":0.00002924899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001175775,"about_ca_topic_score_gemma":0.00000460999,"domain_scores_codex":[0.9993755,0.00002332902,0.0001841635,0.0001450305,0.0001380118,0.0001339606],"domain_scores_gemma":[0.9997316,0.00002493395,0.00002850826,0.0001668015,0.00003245626,0.00001572237],"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":[0.00004481826,0.0003371374,0.003531424,0.0001134455,0.00004390669,0.00002381439,0.04364415,0.006847132,0.03207669,0.005635769,0.06148451,0.8462172],"study_design_scores_gemma":[0.0008581664,0.0004086946,0.0116405,0.00002091806,0.00001351445,0.0001266142,0.01070119,0.006162707,0.003164752,0.003180373,0.962914,0.0008085528],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9428925,0.0002146359,0.0006940744,0.001218074,0.001412648,0.0003326213,0.00001005822,0.0003445055,0.05288092],"genre_scores_gemma":[0.9985237,5.083972e-7,0.0001823932,0.00006703567,0.0001193464,0.00006211581,0.00003760702,0.00001868777,0.0009886713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9014295,"threshold_uncertainty_score":0.3521941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01568766267433595,"score_gpt":0.2344166137818393,"score_spread":0.2187289511075033,"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."}}