{"id":"W4415762810","doi":"10.1177/10398562251393776","title":"Book Review: Beneath the Southern Cross: Looking for Australia in the 21st Century KurtiP, (ed). Beneath the Southern Cross: Looking for Australia in the 21st Century. Redland Bay (QLD): Connor Court Publishing; 2024. 225 p.","year":2025,"lang":"en","type":"article","venue":"Australasian Psychiatry","topic":"Commonwealth, Australian Politics and Federalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Bay; O'Connor; Nova scotia; Period (music)","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":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007752107,0.000961716,0.0009265515,0.0002532751,0.003728178,0.005139364,0.004641886,0.0008094233,0.0008005347],"category_scores_gemma":[0.0005940945,0.0005728259,0.0009209888,0.001256846,0.001429478,0.0009224497,0.0002031358,0.002274987,0.0000612211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003881339,"about_ca_system_score_gemma":0.000908551,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01251255,"about_ca_topic_score_gemma":0.04259225,"domain_scores_codex":[0.9913209,0.001305589,0.002007518,0.001302401,0.001315288,0.002748287],"domain_scores_gemma":[0.9951839,0.001326586,0.0009425087,0.001890545,0.0003536983,0.0003027478],"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":[0.0002159003,0.0005103696,0.1199961,0.001114095,0.0002547201,0.00001553128,0.04543937,0.00007755923,0.000004691281,0.2234982,0.6075209,0.001352607],"study_design_scores_gemma":[0.002162536,0.0001182014,0.02309098,0.001336424,0.0003211441,0.00001815208,0.1069052,0.00001973845,0.000003098658,0.01162079,0.8536773,0.0007264746],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1439052,0.08822437,0.00009604959,0.678293,0.01955358,0.02866566,0.007417277,0.0004140474,0.03343079],"genre_scores_gemma":[0.9185647,0.007428984,0.0002168535,0.032591,0.004441613,0.001576569,0.0003394154,0.0001665046,0.03467437],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7746595,"threshold_uncertainty_score":0.9996723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02601512424511604,"score_gpt":0.347559447744792,"score_spread":0.3215443234996759,"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."}}