{"id":"W7117668024","doi":"10.1109/ms.2025.3624446","title":"AIware in the Foundation Model Era","year":2025,"lang":"","type":"article","venue":"IEEE Software","topic":"AI-based Problem Solving and Planning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; York University","funders":"","keywords":"Foundation (evidence); Software; Software development; Interface (matter); Social software engineering; Center (category theory)","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":[0.008905393,0.0005374226,0.0004728377,0.001500041,0.002452322,0.008122765,0.001684125,0.003976207,0.01409198],"category_scores_gemma":[0.01671468,0.0005775531,0.0006358593,0.001158204,0.008230989,0.0226953,0.004352428,0.008009508,0.005380708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003245678,"about_ca_system_score_gemma":0.004070178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003744145,"about_ca_topic_score_gemma":0.003222184,"domain_scores_codex":[0.9956168,0.00179313,0.0001741967,0.0005542319,0.001537532,0.0003239986],"domain_scores_gemma":[0.9869652,0.005098677,0.0003608302,0.004734476,0.002040283,0.0008005681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001631109,0.00001702464,0.0001337583,0.00005008345,0.00001035675,0.00002463439,0.0007960984,0.000808831,0.0001763286,0.9254129,0.03218841,0.04036531],"study_design_scores_gemma":[0.000008659055,0.0000137372,0.00008274479,0.0001614155,0.000008493704,0.000048999,0.0003089602,0.003207474,0.0003531412,0.503724,0.4920644,0.00001796814],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01151099,0.01836888,0.4034236,0.1608718,0.005844856,0.00007022719,0.000329088,0.004284897,0.3952956],"genre_scores_gemma":[0.4576066,0.02231027,0.2728516,0.027863,0.004696711,0.0004446089,0.0009521886,0.003768634,0.2095063],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01409198,"threshold_uncertainty_score":0.04714233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02332575948266387,"score_gpt":0.2783019592389995,"score_spread":0.2549761997563356,"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."}}