{"id":"W4255149924","doi":"10.1109/mc.2021.3087936","title":"Shoehorning","year":2021,"lang":"en","type":"article","venue":"Computer","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Upgrade; Computer science; System requirements; Product (mathematics); Systems engineering; Procurement; Requirements engineering; Software engineering; Risk analysis (engineering); Requirements management; System requirements specification; Software; Engineering; Business; Operating system","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":[0.01034727,0.001094439,0.0007145631,0.002776987,0.004827457,0.007264885,0.003635477,0.003636063,0.02054213],"category_scores_gemma":[0.03211019,0.0006505839,0.0009882824,0.002011464,0.01250686,0.01321009,0.01180497,0.003883545,0.005080131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002304551,"about_ca_system_score_gemma":0.003745061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003092303,"about_ca_topic_score_gemma":0.003130992,"domain_scores_codex":[0.9813942,0.005422507,0.001262362,0.002235217,0.008335959,0.001349743],"domain_scores_gemma":[0.9750675,0.007614155,0.002367578,0.007803741,0.005624495,0.001522548],"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":[0.0000596674,0.00006743493,0.002069062,0.0003223021,0.0000257403,0.0007870357,0.005458155,0.002306695,0.00203541,0.8048201,0.01866339,0.163385],"study_design_scores_gemma":[0.00001764253,0.000149848,0.0009701017,0.0006089389,0.00003508053,0.002219015,0.004993451,0.005855034,0.003808448,0.2994047,0.6818262,0.0001115714],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03345504,0.004034024,0.4335576,0.0146709,0.001878973,0.000601622,0.0002126301,0.001592097,0.5099971],"genre_scores_gemma":[0.5656759,0.005687117,0.1963018,0.008746865,0.0009538373,0.0007878458,0.0006606067,0.001407437,0.2197786],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02054213,"threshold_uncertainty_score":0.06872022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01334214725033889,"score_gpt":0.2364860306371936,"score_spread":0.2231438833868548,"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."}}