{"id":"W1989037394","doi":"10.1177/1077800409333392","title":"Common Insights, Differing Methodologies","year":2009,"lang":"en","type":"article","venue":"Qualitative Inquiry","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":127,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; Okanagan University College; University of British Columbia","funders":"","keywords":"Indigenous; Participatory action research; Citizen journalism; Action research; Sociology; Face (sociological concept); Object (grammar); Action (physics); Work (physics); Political science; Anthropology; Social science; Ecology; Computer science; Pedagogy; Engineering; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002398106,0.0001230529,0.0002393395,0.0001140048,0.003801295,0.00005226381,0.0002425564,0.0001350392,0.0000661437],"category_scores_gemma":[0.00007544488,0.00009619903,0.00006157342,0.0002829194,0.0006123871,0.0002877604,0.000001241978,0.0001733589,0.00007881646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001935917,"about_ca_system_score_gemma":0.001745749,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01654936,"about_ca_topic_score_gemma":0.09563932,"domain_scores_codex":[0.9953908,0.003385,0.0002891615,0.0002243936,0.0002965697,0.0004140416],"domain_scores_gemma":[0.9977847,0.001640117,0.0001323516,0.0001782931,0.0001388109,0.0001257636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000006647785,0.00003280912,0.00001504322,0.000005757477,0.000005113548,0.000001012343,0.5875722,7.219409e-7,0.00001133645,0.4110554,0.0001207532,0.001173222],"study_design_scores_gemma":[0.0001022903,0.0001289973,0.002521844,0.00002380712,0.000006851571,3.861375e-7,0.5388979,9.966089e-7,0.0003174879,0.2002466,0.2575737,0.0001790949],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8448517,0.0007312985,0.002502678,0.001352659,0.001260319,0.0003361079,0.000002149733,0.0001860788,0.148777],"genre_scores_gemma":[0.9834238,0.002360452,0.008045166,0.000470273,0.001126037,0.000003905908,0.00001205965,0.00001046114,0.004547874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2574529,"threshold_uncertainty_score":0.9974956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2410699578746487,"score_gpt":0.511528477476751,"score_spread":0.2704585196021023,"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."}}