{"id":"W4389792760","doi":"10.1007/978-1-4842-9843-5_9","title":"The World Between Design and Build","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Agile software development; Process (computing); Lean software development; Process management; Computer science; Engineering; Manufacturing engineering; Systems engineering; Software engineering; Software development process; Software development; Programming language","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":[0.002917598,0.0006426984,0.0003720586,0.001140705,0.002571682,0.009574065,0.0008341399,0.002024031,0.01329944],"category_scores_gemma":[0.003429801,0.0006681793,0.0003309519,0.001249135,0.01436091,0.007342969,0.003326247,0.004347428,0.00337248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00411988,"about_ca_system_score_gemma":0.003258456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0027156,"about_ca_topic_score_gemma":0.003921592,"domain_scores_codex":[0.9971608,0.00141521,0.00008007949,0.0002581603,0.0009089564,0.000176704],"domain_scores_gemma":[0.9977761,0.001469654,0.0000503833,0.0003672852,0.00018529,0.0001512705],"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":[0.000009400495,0.00001948788,0.0001076708,0.0002046398,0.000007359642,0.00006678852,0.004400204,0.0005785234,0.0003098967,0.8914131,0.04256642,0.06031654],"study_design_scores_gemma":[0.000005385525,0.00001447448,0.000085785,0.000342556,0.000002948419,0.0001335811,0.001133194,0.0003455264,0.000231608,0.2347008,0.7629965,0.000007558831],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004882415,0.05631176,0.1273474,0.03491474,0.001860752,0.00009054844,0.0001119985,0.0006472875,0.7738332],"genre_scores_gemma":[0.2229847,0.07525758,0.1324213,0.01572728,0.00137767,0.0006618284,0.0003423172,0.00164201,0.5495853],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01329944,"threshold_uncertainty_score":0.04449105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1392243024593939,"score_gpt":0.2836075990698071,"score_spread":0.1443832966104133,"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."}}