{"id":"W3128221577","doi":"10.1111/jpim.12565","title":"Accelerating innovation: Some lessons from the pandemic","year":2021,"lang":"en","type":"article","venue":"Journal of Product Innovation Management","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":107,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Agile software development; New product development; Portfolio; Business; Process management; Product (mathematics); Risk analysis (engineering); Computer science; Engineering management; Marketing; Engineering","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":[0.007863936,0.0005442944,0.0005090102,0.001550608,0.003364973,0.008389778,0.001355854,0.006826628,0.006049749],"category_scores_gemma":[0.01626052,0.0002154271,0.0006310043,0.001475171,0.008205661,0.01581464,0.004314731,0.00856835,0.001139015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005171795,"about_ca_system_score_gemma":0.005384159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004362206,"about_ca_topic_score_gemma":0.005628279,"domain_scores_codex":[0.9962114,0.001912629,0.000136346,0.000236695,0.0007144678,0.0007884848],"domain_scores_gemma":[0.9873169,0.008316587,0.0004871232,0.0006780469,0.0015352,0.001666073],"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":[0.0001549244,0.000195731,0.003638108,0.0008403138,0.00003965621,0.001601141,0.01450722,0.001442757,0.0003470704,0.4822345,0.2881903,0.2068083],"study_design_scores_gemma":[0.00005919372,0.0001794704,0.002370617,0.001377521,0.00001560446,0.001023251,0.01675072,0.0006937909,0.0003505977,0.332088,0.6450211,0.0000701922],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01683806,0.07054301,0.003120655,0.8314576,0.007643975,0.00004593557,0.0001285943,0.000127644,0.07009447],"genre_scores_gemma":[0.5204769,0.1588262,0.006759118,0.2688188,0.01232903,0.0001738931,0.0001977464,0.000174655,0.03224369],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.008389778,"threshold_uncertainty_score":0.04158896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1852915174509718,"score_gpt":0.3429937419468179,"score_spread":0.157702224495846,"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."}}