{"id":"W7115727040","doi":"10.17605/osf.io/h42t8","title":"Policy Perspectives: Canadian Guaranteed Basic Income Benefit","year":2025,"lang":"","type":"other","venue":"Open Science Framework","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Voting; Net income; Income Support; Basic income; Preference; Cost–benefit analysis","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":["metaresearch","metaepi_narrow","bibliometrics","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","bibliometrics","sts","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.007357843,0.002589163,0.002885291,0.01634194,0.005890769,0.01357324,0.04778461,0.002758923,0.08889975],"category_scores_gemma":[0.01845705,0.002792637,0.0006055481,0.05151802,0.01292139,0.002617731,0.008975917,0.00506764,0.08597024],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.02076886,"about_ca_system_score_gemma":0.1348263,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8799077,"about_ca_topic_score_gemma":0.6458138,"domain_scores_codex":[0.9794423,0.000454283,0.001674211,0.007528443,0.004038492,0.006862252],"domain_scores_gemma":[0.9807255,0.0007229321,0.001536113,0.01008228,0.002056485,0.004876709],"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":[0.0001130548,0.0003133205,0.004208603,0.0000867619,0.000273256,0.0001446255,0.01098236,0.0001458334,0.00008836346,0.9607898,0.0129848,0.009869202],"study_design_scores_gemma":[0.001733679,0.0004617382,0.03061173,0.02271125,0.0004079147,0.00008225742,0.02298956,0.0005893855,0.0001070407,0.2090553,0.7045699,0.006680309],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001122673,0.001809771,0.000247713,0.007010062,0.003397219,0.006882757,0.003732643,0.0001985099,0.9755986],"genre_scores_gemma":[0.2587244,0.0004261071,0.01923783,0.005557025,0.002285202,0.0003819418,0.00002495149,0.00149637,0.7118661],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7517346,"threshold_uncertainty_score":0.9990393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444606417539534,"score_gpt":0.3350472935112089,"score_spread":0.3206012293358136,"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."}}