{"id":"W3169441681","doi":"10.7202/1078519ar","title":"Class Size and Teacher Work: Research Provided to the BCTF in their Struggle to Negotiate Teacher Working Conditions","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"School Choice and Performance","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia; Simon Fraser University","funders":"University of Rochester; American Educational Research Association","keywords":"Supreme court; Graduation (instrument); Class size; Negotiation; Class (philosophy); Psychology; Political science; Mathematics education; Sociology; Law; Mathematics; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01674043,0.0002252103,0.0006889589,0.005308417,0.005136647,0.006959633,0.001263533,0.001791738,0.007215473],"category_scores_gemma":[0.05131966,0.0003877828,0.0004639257,0.008413713,0.002762803,0.005285875,0.002360247,0.002812317,0.0005400378],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01908149,"about_ca_system_score_gemma":0.03518005,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4192873,"about_ca_topic_score_gemma":0.5724184,"domain_scores_codex":[0.9913763,0.003259668,0.0005124408,0.0006979911,0.003134553,0.00101909],"domain_scores_gemma":[0.9338018,0.04330113,0.005684871,0.001396689,0.01262462,0.003190807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002642752,0.0002436916,0.1488369,0.005400638,0.0001585206,0.0005169176,0.1270098,0.000127256,0.0003268023,0.02752076,0.04838544,0.641209],"study_design_scores_gemma":[0.00002797575,0.0001225643,0.5103325,0.02067116,0.0001318656,0.0003725262,0.1175354,0.00007460712,0.0002658998,0.00287223,0.3475071,0.00008616554],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2813284,0.534313,0.001242787,0.09516919,0.002254349,0.0001673687,0.001115902,0.0000177227,0.08439124],"genre_scores_gemma":[0.6938815,0.2812568,0.001404664,0.009579943,0.001294366,0.0002769154,0.000472925,0.00004847598,0.01178443],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9809185,"threshold_uncertainty_score":0.8336935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08765128589483037,"score_gpt":0.4172825784078522,"score_spread":0.3296312925130218,"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."}}