{"id":"W4413623609","doi":"10.64628/aam.s4rkgt5aj","title":"Provinces should act fast to avert a teacher shortage now and after COVID-19","year":2021,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Economic shortage; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Business; Political science; Medicine; Virology; Outbreak; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007834533,0.001036675,0.0007820369,0.001922128,0.0128198,0.006800034,0.003852116,0.02898265,0.08327983],"category_scores_gemma":[0.02173091,0.001069424,0.001709335,0.001008682,0.002655361,0.005120964,0.006197041,0.02125953,0.01906283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01698474,"about_ca_system_score_gemma":0.1467273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4545413,"about_ca_topic_score_gemma":0.6119024,"domain_scores_codex":[0.9875084,0.001101751,0.0005172564,0.000436442,0.002793229,0.00764294],"domain_scores_gemma":[0.9492926,0.002666118,0.001507875,0.000952947,0.01671575,0.02886472],"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":[0.0001055763,0.0001960016,0.005593363,0.0002439725,0.00002474859,0.000381077,0.0004860152,0.0001564993,0.0007502716,0.003985607,0.9648561,0.02322074],"study_design_scores_gemma":[0.00009637355,0.0001275851,0.01883548,0.0003059376,0.00002804031,0.0001345935,0.005515579,0.0001695239,0.0005103757,0.001680824,0.9725271,0.00006871681],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009513784,0.002044444,0.00152902,0.8736179,0.05399054,0.0004261646,0.001233772,0.0009381041,0.05670637],"genre_scores_gemma":[0.04075354,0.001350726,0.003901088,0.6370132,0.003980628,0.0003395628,0.001005988,0.0002923587,0.3113629],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4545413,"threshold_uncertainty_score":0.9037911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0699932585807182,"score_gpt":0.4594581544998798,"score_spread":0.3894648959191616,"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."}}