{"id":"W4392650786","doi":"10.21203/rs.3.rs-4048616/v1","title":"A new innovative method for evaluating monarchies (crowns): A cost‒benefit analysis via social and mass media in a commonwealth country","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Commonwealth, Australian Politics and Federalism","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Commonwealth; Monarchy; Mass media; Social media; Advertising; Business; Political science; Law; Politics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01391787,0.0003840961,0.001049724,0.001996427,0.001340943,0.0009741348,0.0007331448,0.0006999639,0.0001228348],"category_scores_gemma":[0.00160202,0.000398186,0.0002733268,0.004362372,0.0005433921,0.00009436189,0.001171596,0.002995422,0.000006815628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001299959,"about_ca_system_score_gemma":0.004759826,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1674758,"about_ca_topic_score_gemma":0.2511243,"domain_scores_codex":[0.9921092,0.002165848,0.0008433737,0.001047607,0.002182271,0.001651694],"domain_scores_gemma":[0.9934376,0.004062896,0.0002533281,0.0004188347,0.001305176,0.0005221927],"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":[0.0004118207,0.000152468,0.0103619,0.00352157,0.001314858,0.00006369252,0.2848932,0.0003413518,0.00004926685,0.5784371,0.008429307,0.1120234],"study_design_scores_gemma":[0.0008730058,0.0001725955,0.01531073,0.0006465508,0.000264091,8.79364e-7,0.02832158,0.02576513,0.00001135737,0.9172047,0.01079277,0.0006365859],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5091762,0.01983003,0.09767752,0.2499306,0.003474041,0.04630355,0.02161746,0.001163117,0.05082751],"genre_scores_gemma":[0.9723091,0.0007213021,0.02114541,0.0002047392,0.001678181,0.001280045,0.0006164591,0.00009812129,0.001946616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4631329,"threshold_uncertainty_score":0.9999592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2458655403899723,"score_gpt":0.5604519365022247,"score_spread":0.3145863961122524,"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."}}