{"id":"W4388571069","doi":"10.33137/tijih.v1i3.38502","title":"Study Yourself","year":2023,"lang":"en","type":"article","venue":"Turtle Island Journal of Indigenous Health","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Indigenous; Qualitative research; Sociology; Medical education; Engineering ethics; Psychology; Medicine; Anthropology; Engineering; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005879021,0.000143262,0.0004205251,0.0004997227,0.007938582,0.00008081045,0.0004180124,0.0001045393,0.0001203801],"category_scores_gemma":[0.00001467814,0.0001074605,0.0001092849,0.000867511,0.00009956019,0.0002143486,0.000001757638,0.0003979512,0.0002180102],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004937357,"about_ca_system_score_gemma":0.04358985,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08946761,"about_ca_topic_score_gemma":0.7790636,"domain_scores_codex":[0.9964889,0.0007709404,0.0007819844,0.0001682031,0.0008365081,0.0009534339],"domain_scores_gemma":[0.9980231,0.0001789964,0.0007094857,0.0001992427,0.0003968633,0.0004923483],"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":[0.00002483691,0.0004741454,0.009534176,0.0000292226,0.00004361512,0.0000750019,0.9841506,0.00001475034,2.08307e-7,0.001921228,0.002169426,0.001562768],"study_design_scores_gemma":[0.0009463059,0.001815117,0.02385724,0.00006982635,0.0000280616,0.00008512593,0.2003194,0.000001049384,0.000006159896,0.001300733,0.7713454,0.0002256235],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705954,0.0007497326,0.00002461726,0.001163692,0.002407261,0.0008848096,0.0000112934,0.00007369455,0.0240895],"genre_scores_gemma":[0.9712774,0.0169185,0.00009607642,0.0001650427,0.002691795,0.000001452772,0.000007316334,0.00002849521,0.008813892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7838312,"threshold_uncertainty_score":0.9933529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03222536600386051,"score_gpt":0.3642216529281325,"score_spread":0.331996286924272,"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."}}