{"id":"W4367158956","doi":"10.7202/1080935ar","title":"Doing Unto Others: Applied Anthropology, Collaborative Research and Native Self-determination","year":2021,"lang":"en","type":"article","venue":"Culture","topic":"Anthropology: Ethics, History, Culture","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Nexus (standard); Participatory action research; Sociology; Applied anthropology; Qualitative research; Citizen journalism; Relation (database); Engineering ethics; Anthropology; Epistemology; Political science; Computer science; Engineering; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.001398016,0.0001583502,0.0002587209,0.00007475723,0.001996772,0.000136679,0.0002236552,0.000633909,0.001034885],"category_scores_gemma":[0.0007580952,0.000139185,0.00003562589,0.0009352005,0.005308012,0.0002417825,0.00009758203,0.0008129554,0.0001062607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000469027,"about_ca_system_score_gemma":0.0006543381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002619551,"about_ca_topic_score_gemma":0.009839223,"domain_scores_codex":[0.9971774,0.001072426,0.0001988158,0.0005458468,0.0005797838,0.0004257385],"domain_scores_gemma":[0.9974888,0.0002790569,0.0001265001,0.0002041119,0.001767726,0.0001337928],"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":[0.00002267423,0.0001132067,0.0002354337,0.00003055489,0.00004715297,0.0000407817,0.7408848,5.702601e-7,0.002295298,0.219507,0.03586645,0.0009560188],"study_design_scores_gemma":[0.0002105899,0.00005843262,0.00007104557,0.00001886269,0.00001058298,0.000003409638,0.4816912,0.000002107432,0.001339141,0.00385648,0.5126095,0.000128679],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01529307,0.006718571,0.0003882353,0.02702687,0.001179486,0.0009960838,0.00005966463,0.0002583461,0.9480797],"genre_scores_gemma":[0.9070451,0.00356772,0.02320922,0.001604569,0.001725542,0.00009833104,0.00007734561,0.00006807689,0.06260414],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.891752,"threshold_uncertainty_score":0.9998783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05881176111563747,"score_gpt":0.4346885467698054,"score_spread":0.3758767856541679,"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."}}