{"id":"W4391436620","doi":"10.18432/ari29761","title":"Mana Moana","year":2024,"lang":"en","type":"article","venue":"Art/Research International A Transdisciplinary Journal","topic":"New Zealand Economic and Social Studies","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"New Zealand Government","keywords":"Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002064689,0.0001309407,0.0002376673,0.0005694493,0.0005971595,0.0005536184,0.0004986345,0.00007015288,0.004288309],"category_scores_gemma":[0.00004155761,0.0001290478,0.0002428763,0.0002465698,0.0001691472,0.000610963,0.0001101185,0.0007502753,0.006408284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003122136,"about_ca_system_score_gemma":0.00005512695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001941682,"about_ca_topic_score_gemma":0.00003838014,"domain_scores_codex":[0.9984031,0.00003517274,0.0005656048,0.0003508881,0.0001597523,0.000485451],"domain_scores_gemma":[0.9994246,0.0001362249,0.00005712234,0.0001169132,0.00008264826,0.0001824434],"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":[0.00007057492,0.0001581719,0.004951101,0.00003823268,0.0006988142,0.0004314815,0.0127256,0.0001096361,0.00001870801,0.7706518,0.2048569,0.005289041],"study_design_scores_gemma":[0.0003098839,0.00008978051,0.004193559,0.00004996084,0.000003505471,0.0001368861,0.001280691,0.003008423,0.000005984218,0.4638623,0.5268964,0.000162722],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1687889,0.01112063,0.004222589,0.06670626,0.005692864,0.0002255718,0.0002405715,0.0001077494,0.7428948],"genre_scores_gemma":[0.9607543,0.002989032,0.0001929307,0.0001034617,0.001664882,0.00002273866,0.00001539457,0.00002884688,0.03422837],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7919654,"threshold_uncertainty_score":0.9966219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1542898545116369,"score_gpt":0.3731511647802909,"score_spread":0.218861310268654,"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."}}