{"id":"W2965718351","doi":"10.1142/s0219877019500482","title":"Evaluating the Agile-Stage-Gate Hybrid Model: Experiences From Three SME Manufacturing Firms","year":2019,"lang":"en","type":"article","venue":"International Journal of Innovation and Technology Management","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Industriens Fond","keywords":"Agile software development; Agile manufacturing; Business; New product development; Process (computing); Product (mathematics); Process management; Product innovation; Test (biology); Manufacturing engineering; Computer science; Industrial organization; 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":[0.01086793,0.0007383195,0.0005004892,0.0006170595,0.002161265,0.00248928,0.001457995,0.002121763,0.0009362061],"category_scores_gemma":[0.0169803,0.0004205205,0.000413066,0.0007958698,0.001407672,0.00143893,0.00274265,0.001435905,0.0003660505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002130625,"about_ca_system_score_gemma":0.001475642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003225695,"about_ca_topic_score_gemma":0.007480156,"domain_scores_codex":[0.9932921,0.004744553,0.0002742635,0.0003191891,0.0007016647,0.000668177],"domain_scores_gemma":[0.9826739,0.01121971,0.0008889511,0.0008056971,0.002018448,0.002393075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.003673231,0.02360092,0.1437821,0.001851074,0.0002645496,0.01306353,0.554413,0.02238335,0.03991007,0.003877098,0.00363104,0.18955],"study_design_scores_gemma":[0.001279228,0.05616989,0.1314826,0.0007987382,0.0003457138,0.003993186,0.6793165,0.04394883,0.04488324,0.003026157,0.03413592,0.0006199176],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981154,0.00003890906,0.0009449655,0.00009574352,0.000003304151,0.0000805035,0.00001487052,0.000008810196,0.0006975408],"genre_scores_gemma":[0.9942813,0.0001321363,0.004542727,0.0001080367,0.000004597798,0.000115782,0.00006450885,0.00001984987,0.000731004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01086793,"threshold_uncertainty_score":0.05747575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03428914969742143,"score_gpt":0.3253126635868135,"score_spread":0.2910235138893921,"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."}}