{"id":"W7102803811","doi":"10.17605/osf.io/c8u23","title":"Advancing Indigenous-Led Research through Collaborative Grant Writing: A Case Study of the 2025 Cultural Safety Retreat","year":2025,"lang":"","type":"other","venue":"Open Science Framework","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aotearoa; Indigenous; Cultural safety; General partnership; Human rights; Criminal justice; Economic Justice; Participatory action research; Mental health","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":["metaresearch","metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.03460931,0.002014849,0.003539936,0.001884687,0.01828173,0.006274832,0.02714469,0.001550811,0.004268086],"category_scores_gemma":[0.03023045,0.001400516,0.000428709,0.08319847,0.01645172,0.003728797,0.02414737,0.009022401,0.001093398],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005922114,"about_ca_system_score_gemma":0.03399244,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04228099,"about_ca_topic_score_gemma":0.03096208,"domain_scores_codex":[0.9657941,0.0095407,0.003443445,0.006106939,0.0101451,0.004969648],"domain_scores_gemma":[0.9666731,0.005650508,0.003587162,0.01017927,0.01306542,0.0008445382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.003129076,0.01164827,0.03058806,0.0006518912,0.00159356,0.008298675,0.8861851,0.001337583,0.003088687,0.01512139,0.02789751,0.01046019],"study_design_scores_gemma":[0.003794115,0.002710361,0.001682691,0.02019865,0.0005998741,0.0005258835,0.9290395,0.0001410166,0.002019137,0.003953855,0.03318357,0.002151314],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4225252,0.003347313,0.0002467695,0.001016376,0.003831138,0.05561148,0.002064866,0.0001304951,0.5112264],"genre_scores_gemma":[0.8556564,0.0006907842,0.01795552,0.0002148213,0.000459955,0.001075986,0.0000124493,0.0006460792,0.123288],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4331312,"threshold_uncertainty_score":0.9997454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07734485175956615,"score_gpt":0.4662201230631047,"score_spread":0.3888752713035386,"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."}}