{"id":"W4417169366","doi":"10.1109/dsd67783.2025.00056","title":"ShapeFuture - Technical Progress After Year 1","year":2025,"lang":"en","type":"article","venue":"","topic":"Autonomous Vehicle Technology and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Resverlogix (Canada)","funders":"","keywords":"Automation; Technical progress; Process (computing); Sovereignty; Work in process","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":[0.00003338493,0.00006687741,0.00007457429,0.00005105858,0.0000194304,0.000006405583,0.000108632,0.0001895326,0.0003055709],"category_scores_gemma":[0.000002786451,0.00005773452,0.00002793579,0.0001303076,0.00005615532,0.00002943233,0.00003845802,0.0001876269,0.0001253578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002321601,"about_ca_system_score_gemma":0.00000755267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.946095e-7,"about_ca_topic_score_gemma":0.00000621548,"domain_scores_codex":[0.9996681,0.000002723559,0.00008217991,0.00008825088,0.00002928188,0.0001295151],"domain_scores_gemma":[0.9998026,0.000006854668,0.000003023149,0.0001655461,0.000007189936,0.00001480632],"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":[0.000113383,0.0001800135,0.1151756,0.0002996993,0.0002790982,0.0001183601,0.0001145515,0.0004431474,0.002211114,0.4868544,0.1076676,0.286543],"study_design_scores_gemma":[0.0009443382,0.00006088819,0.3991931,0.0001002524,0.00006059731,0.00002118266,0.0001044913,0.0116945,0.01227502,0.01391459,0.5608913,0.0007397383],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3328624,0.003436071,0.02745686,0.005185467,0.0007984367,0.0005995717,0.00001113383,0.0138188,0.6158313],"genre_scores_gemma":[0.9955096,0.00001325588,0.002810124,0.0001244607,0.00001775227,0.00004631179,0.00000110331,0.00000786361,0.001469523],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6626472,"threshold_uncertainty_score":0.3345787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001723410572490048,"score_gpt":0.1949153373455406,"score_spread":0.1931919267730505,"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."}}