{"id":"W4406236945","doi":"10.59704/1a46c73cd6c61c87","title":"Miller II, Part II?","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Commonwealth, Australian Politics and Federalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Miller; Computer science; Geology","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004627662,0.0001924146,0.0002937249,0.00008602751,0.001577478,0.0001473809,0.0005771339,0.0004698948,0.00439249],"category_scores_gemma":[0.00007797138,0.0001892599,0.000196898,0.0001026729,0.0001856022,0.00003596194,0.00114544,0.0005318384,0.00004139374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001576301,"about_ca_system_score_gemma":0.0009571465,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04744751,"about_ca_topic_score_gemma":0.01897762,"domain_scores_codex":[0.9982889,0.000124832,0.0003082881,0.0003888223,0.0003459718,0.0005431589],"domain_scores_gemma":[0.9990296,0.00006616406,0.00009379309,0.0004626421,0.0001152504,0.0002325184],"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":[0.000001424904,0.00004068955,0.0001238985,0.00002718929,0.00002435368,0.000001967226,0.006199988,0.000005783314,1.185816e-7,0.5714201,0.4210896,0.001064886],"study_design_scores_gemma":[0.00007166533,0.0000106361,0.0001513719,0.00006539233,0.00001771676,8.113513e-8,0.0006544726,0.0000112217,0.000007533835,0.07504015,0.9237614,0.0002083424],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01012062,0.0001526847,0.00002601784,0.03792195,0.00336974,0.0003934852,0.0001130032,0.0001744047,0.9477281],"genre_scores_gemma":[0.2239991,0.0005704726,0.0003021549,0.002524998,0.001095127,0.0000373473,0.00003639764,0.000008278453,0.7714261],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5026718,"threshold_uncertainty_score":0.9997224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07859455860017277,"score_gpt":0.3798536425085465,"score_spread":0.3012590839083737,"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."}}