{"id":"W4413597579","doi":"10.64628/aa.5hggvjhvd","title":"The teacher shortage plan must do more to recruit and retain First Nations teachers","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Economic shortage; Plan (archaeology); Business; Medical education; Political science; Psychology; Pedagogy; Medicine; Geography; Archaeology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004807891,0.0001787224,0.0001401175,0.00003522823,0.002004718,0.0002709187,0.0004769087,0.00009030021,0.002407429],"category_scores_gemma":[0.0004649819,0.00006193174,0.0000593681,0.0004761869,0.0001126357,0.00004558382,0.001206821,0.0004049643,0.00002368497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001246808,"about_ca_system_score_gemma":0.00002785231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009085963,"about_ca_topic_score_gemma":0.008960011,"domain_scores_codex":[0.9987791,0.00006250903,0.0002271079,0.000425909,0.0003007302,0.0002047008],"domain_scores_gemma":[0.9990061,0.0006030657,0.00008741143,0.0001212468,0.0001153444,0.0000668164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002326525,0.0003130191,0.1027953,0.00002544382,0.0003285524,0.000004329256,0.01067222,0.0002344761,0.00021505,0.07522707,0.7652563,0.04490502],"study_design_scores_gemma":[0.00002147497,0.00002844188,0.1989454,0.00001444837,0.00001625935,0.000001018719,0.03202598,0.00001421565,0.000002782302,0.0008163537,0.7679124,0.0002011932],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7529781,0.0003228398,0.000001433775,0.1071732,0.0004778585,0.0009281396,0.0002789212,0.0001110319,0.1377284],"genre_scores_gemma":[0.8922555,0.0003583934,0.0004111149,0.0009030612,0.0005412706,0.001093484,0.0005748366,0.000002934421,0.1038594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1392774,"threshold_uncertainty_score":0.9992945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0740533394661033,"score_gpt":0.292324501028822,"score_spread":0.2182711615627187,"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."}}