{"id":"W4233215301","doi":"10.26522/brocked.v16i2.86","title":"“There’s No Book and There’s No Guide”: The Expressed Needs of Qallunaat Educators in Nunavut","year":2007,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Curriculum; Pedagogy; Orientation (vector space); Sociology; Psychology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001709132,0.0001424523,0.000180594,0.000297527,0.003084128,0.0001117759,0.0003825273,0.0001422545,0.001058419],"category_scores_gemma":[0.000091805,0.00009920275,0.00006571238,0.0004055148,0.0002215878,0.0003572722,0.00000305952,0.0003433838,0.00007821708],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000349215,"about_ca_system_score_gemma":0.02279196,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01835999,"about_ca_topic_score_gemma":0.1121883,"domain_scores_codex":[0.9979757,0.0003566516,0.0006293709,0.0001389152,0.0004002573,0.0004991003],"domain_scores_gemma":[0.9980469,0.000278741,0.0004201863,0.0002159261,0.0006783747,0.0003598226],"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":[0.00007643186,0.0009245495,0.02622447,0.00007229153,0.00003495472,9.964182e-7,0.8755451,0.000003893293,0.0001301311,0.02955298,0.06279422,0.004639939],"study_design_scores_gemma":[0.0001647678,0.00004632636,0.01520369,0.00008932823,0.00001082151,0.00001646005,0.09501105,6.427848e-7,0.0000948142,0.001138207,0.8881028,0.0001211428],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7488989,0.0037401,0.00004635432,0.001507678,0.004394372,0.0004465983,0.000001473535,0.0000149412,0.2409496],"genre_scores_gemma":[0.8016753,0.01915587,0.0005509818,0.0008072378,0.00564751,0.000008977489,0.000004491839,0.00003660248,0.172113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8253085,"threshold_uncertainty_score":0.9998547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01038390880417879,"score_gpt":0.3037211665730511,"score_spread":0.2933372577688724,"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."}}