{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01463349,0.001738112,0.0006987299,0.002848025,0.002027491,0.009579968,0.002517847,0.004638875,0.04931257],"category_scores_gemma":[0.01162329,0.0004654016,0.001194544,0.002100088,0.001750534,0.006358155,0.007166302,0.003019357,0.0339171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003720697,"about_ca_system_score_gemma":0.01137356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004938508,"about_ca_topic_score_gemma":0.003926559,"domain_scores_codex":[0.9950276,0.0005168006,0.0001818649,0.0005787585,0.002495213,0.00119977],"domain_scores_gemma":[0.9860656,0.0008035867,0.0004398042,0.0015756,0.00522978,0.005885649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003379491,0.0003097477,0.002724651,0.0004632619,0.00003982577,0.0004951296,0.0005065916,0.00126887,0.004368083,0.05053756,0.5251381,0.4138102],"study_design_scores_gemma":[0.00001255298,0.0001840531,0.002039124,0.0001061892,0.000006715377,0.0002158016,0.0001399471,0.0002808322,0.001595219,0.002281989,0.9931158,0.00002179876],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05892323,0.0530185,0.07431047,0.08800427,0.1934569,0.00141474,0.01189821,0.01449888,0.5044748],"genre_scores_gemma":[0.2305663,0.02439207,0.08566668,0.01645686,0.01288145,0.000934982,0.02459657,0.005075648,0.5994295],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04931257,"threshold_uncertainty_score":0.1649669,"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."}}