{"id":"W4386568649","doi":"10.29173/pathfinder71","title":"Looking to the Future","year":2023,"lang":"en","type":"article","venue":"Pathfinder A Canadian Journal for Information Science Students and Early Career Professionals","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Indigenous; Sovereignty; Alliance; Corporate governance; Political science; Government (linguistics); Possession (linguistics); Implementation; Colonialism; Indigenous rights; Public administration; Public relations; Business; Human rights; Law; Computer science; Politics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.006246638,0.00008683054,0.00009269921,0.0006416501,0.02943868,0.001375487,0.0007349872,0.00007025063,0.00003793561],"category_scores_gemma":[0.00005540166,0.0000537828,0.00004079221,0.001209115,0.0002282306,0.002033904,0.000006312649,0.0001942077,0.00008774141],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002482833,"about_ca_system_score_gemma":0.02658016,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04857077,"about_ca_topic_score_gemma":0.6299474,"domain_scores_codex":[0.9975835,0.00007684289,0.0003013992,0.0001173525,0.001159627,0.0007612994],"domain_scores_gemma":[0.9978194,0.00006709612,0.0001311157,0.0001132163,0.0009064831,0.0009626973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000381907,0.00000460136,0.02002376,0.00000960933,0.000006703829,9.927874e-7,0.9280622,0.00001375233,2.881448e-7,0.04083451,0.005557769,0.005482003],"study_design_scores_gemma":[0.0001036938,0.00002343586,0.1284038,0.00003471581,0.000003492797,0.000003251098,0.09082886,0.000004422046,0.000001762826,0.0005377288,0.7799703,0.00008450053],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9686602,0.00009546146,0.000134632,0.01131804,0.008027178,0.001247856,0.00004005764,0.00002463036,0.01045195],"genre_scores_gemma":[0.9926578,0.000287528,0.00008061913,0.001593821,0.0011257,0.00002101421,0.000006066439,0.000005842023,0.00422156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8372334,"threshold_uncertainty_score":0.9996612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03025251659200055,"score_gpt":0.3671220303484066,"score_spread":0.3368695137564061,"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."}}