{"id":"W2767837171","doi":"10.28984/drhj.v1i0.50","title":"Voicing our Realities","year":2017,"lang":"en","type":"article","venue":"Diversity of Research in Health Journal","topic":"Family and Disability Support Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Indigenous; Autonomy; Disadvantaged; Empowerment; Gender studies; Vulnerability (computing); Educational attainment; Political science; Sociology; Storytelling; Narrative; Law","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"],"consensus_categories":[],"category_scores_codex":[0.01686765,0.00007880397,0.0002754164,0.0005700106,0.003012641,0.0001142386,0.001212093,0.000100226,0.000484019],"category_scores_gemma":[0.001048069,0.0000762841,0.00009077304,0.0001541125,0.0005212785,0.0003010476,0.001065452,0.001550161,0.0001151666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002940758,"about_ca_system_score_gemma":0.0006051312,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06077264,"about_ca_topic_score_gemma":0.001035784,"domain_scores_codex":[0.9958553,0.001278932,0.000410653,0.0002378659,0.001216322,0.001000896],"domain_scores_gemma":[0.9979016,0.0003518781,0.0002316866,0.0006643418,0.0003863855,0.00046412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003404883,0.0002191738,0.9489096,0.0002514625,0.00002232997,0.0002298696,0.007864165,0.000003551909,0.000006665483,0.00283492,0.02514676,0.01417102],"study_design_scores_gemma":[0.001074017,0.0004644281,0.8945642,0.0002505316,0.000001098914,0.00005681207,0.09315257,0.00001557238,0.00001485915,0.007425319,0.00290711,0.00007348483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9488889,0.0004733011,0.00001962555,0.02374739,0.0006171177,0.0002589316,0.00002247982,0.000009013749,0.02596326],"genre_scores_gemma":[0.9975313,0.0002845758,0.0001208974,0.00008913413,0.0001974752,0.00000221447,0.000001635303,0.00000585168,0.001766905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08528841,"threshold_uncertainty_score":0.9982853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4811058386720505,"score_gpt":0.5710004418988933,"score_spread":0.08989460322684284,"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."}}