{"id":"W4412006624","doi":"10.1002/pan3.70095","title":"Boundary spanners: An Australian First Nations perspective","year":2025,"lang":"en","type":"article","venue":"People and Nature","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Boundary (topology); Political science; Sociology; Geometry; Mathematics; Mathematical 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002076837,0.00006534384,0.00008101037,0.0001441557,0.009209169,0.0001020323,0.0001106266,0.0002406476,0.00009285593],"category_scores_gemma":[0.00001998621,0.00005574385,0.00002530531,0.0004983543,0.0001246604,0.0002270618,0.000001033131,0.0002591902,0.000008181614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001583035,"about_ca_system_score_gemma":0.004617309,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1252429,"about_ca_topic_score_gemma":0.9867259,"domain_scores_codex":[0.9993265,0.00006793658,0.00007456924,0.0001827075,0.0001239654,0.0002243537],"domain_scores_gemma":[0.999491,0.0001001455,0.00002633525,0.00009965605,0.000185251,0.00009763135],"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":[0.000004098868,0.0000628484,0.00119045,0.00001675391,0.00001019361,4.875209e-7,0.3502216,3.514608e-7,4.160708e-7,0.6464365,0.001993366,0.0000628887],"study_design_scores_gemma":[0.00008476713,0.00001840491,0.02476319,0.00001634694,0.00001406858,8.158003e-7,0.05609344,0.000001508626,0.00001359499,0.009983002,0.9089348,0.00007607356],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4774084,0.002230491,0.000008449874,0.02565015,0.001414652,0.0004367717,0.00002324469,0.00008667852,0.4927411],"genre_scores_gemma":[0.9333901,0.005496806,0.0001492057,0.0001792396,0.0004974922,0.000003024101,0.00001987667,0.000004144911,0.06026008],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9069414,"threshold_uncertainty_score":0.9920807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007685857648830048,"score_gpt":0.3287712965272147,"score_spread":0.3210854388783846,"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."}}