{"id":"W4416375078","doi":"10.34074/proc.250101","title":"Foreword","year":2025,"lang":"","type":"article","venue":"","topic":"Economic and Technological Innovation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Summit; Aotearoa; Globe; Workforce","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003926214,0.0001843505,0.0004548555,0.0005517371,0.000138325,0.0000795181,0.0003639983,0.0004098199,0.005819693],"category_scores_gemma":[0.0001445926,0.000224232,0.0001442455,0.0008958836,0.0001343538,0.0002052582,0.0001792112,0.0002751492,0.00310534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001678811,"about_ca_system_score_gemma":0.00002794317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006145232,"about_ca_topic_score_gemma":0.00001197613,"domain_scores_codex":[0.998005,0.000004309821,0.001071194,0.0005603827,0.000009980071,0.0003490757],"domain_scores_gemma":[0.9991184,0.00005111352,0.0002775459,0.0004833933,0.000034885,0.00003459324],"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":[0.000006423816,0.00008027579,0.04530032,0.00002998168,0.0000731886,5.924149e-7,0.000008104194,0.000004461468,0.000002172162,0.9187019,0.01487903,0.02091349],"study_design_scores_gemma":[0.0003679607,0.00003676841,0.01777009,0.00002208416,0.000004964327,3.003139e-7,0.00004865135,0.007125789,0.0001741443,0.7000988,0.2741485,0.0002019782],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1181641,0.003407029,0.1066017,0.008916052,0.001602995,0.0002477233,0.00008021499,0.0001244925,0.7608557],"genre_scores_gemma":[0.8391385,0.0002880385,0.001431144,0.002513851,0.00004598242,0.00001951848,0.000007454389,0.000008499464,0.156547],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7209743,"threshold_uncertainty_score":0.9976708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03613638082791197,"score_gpt":0.2278946058302817,"score_spread":0.1917582250023698,"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."}}