{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001649269,0.0008100538,0.0007392344,0.00125801,0.002234775,0.006097253,0.001447642,0.004933362,0.5278341],"category_scores_gemma":[0.01279591,0.000316695,0.0006493064,0.0009088936,0.0008067641,0.004228547,0.002777813,0.005870698,0.525573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00189864,"about_ca_system_score_gemma":0.004219343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002467469,"about_ca_topic_score_gemma":0.003395292,"domain_scores_codex":[0.9982332,0.0001850052,0.0001028935,0.0002617533,0.0009951543,0.0002219243],"domain_scores_gemma":[0.9938168,0.0008125661,0.0002179634,0.0003623514,0.003370565,0.001419708],"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":[0.000008693045,0.000006264298,0.00002007594,0.00004542458,6.869211e-7,0.00001885845,0.00001758415,0.000007462764,0.00004307966,0.001798014,0.9820793,0.0159546],"study_design_scores_gemma":[0.000002601639,0.00000627572,0.00006876888,0.00008369167,7.584571e-7,0.00003921963,0.00003445658,0.000005760842,0.00002934287,0.0009604587,0.9987663,0.000002352549],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0004635165,0.008950837,0.001640749,0.1707285,0.2958305,0.0002724401,0.003299235,0.001032736,0.5177814],"genre_scores_gemma":[0.003140518,0.005117861,0.0007101185,0.05617321,0.04488009,0.0001789894,0.002480989,0.0006897884,0.8866284],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5278341,"threshold_uncertainty_score":0,"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."}}