{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008678705,0.00005390789,0.00005944895,0.00002444193,0.00003647176,0.0001537192,0.0003169471,0.00002569271,0.00002541654],"category_scores_gemma":[0.00001911611,0.00005338508,0.00003110359,0.0001711527,0.000004546763,0.0002629144,0.0002847008,0.00008532809,0.00005598672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008169278,"about_ca_system_score_gemma":0.00002250692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.828727e-7,"about_ca_topic_score_gemma":1.750189e-7,"domain_scores_codex":[0.9995413,0.00002186871,0.00006783222,0.0001769874,0.0000805074,0.0001114577],"domain_scores_gemma":[0.999447,0.0001053369,0.00001778623,0.0003502607,0.00004304364,0.00003652128],"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":[9.445592e-7,0.00005470442,0.001143411,0.00002114875,0.00002918661,0.000476626,0.0003932711,0.001439833,0.0004830822,0.1719278,0.04588227,0.7781477],"study_design_scores_gemma":[0.0001113908,0.00003910972,0.003664964,0.00002889018,0.000003169182,0.0002452103,0.000001459,0.2566924,0.006121476,0.004288489,0.7285566,0.0002467591],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001168341,0.0001904748,0.9953504,0.0006969617,0.0005727825,0.00001572021,1.223373e-7,0.000681991,0.001323167],"genre_scores_gemma":[0.07604069,0.00001192828,0.9228791,0.0007188534,0.0001699106,0.000002532364,0.00000100416,0.000004866707,0.0001711304],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7779009,"threshold_uncertainty_score":0.217698,"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."}}