{"id":"W3177219803","doi":"10.7202/1078516ar","title":"Teachers’ Organizations and Educational Reform: Resistance and Beyond","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Labor Movements and Unions","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Ottawa","funders":"","keywords":"Resistance (ecology); Government (linguistics); Political science; Public administration; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001685589,0.00005481032,0.00006916822,0.0001363365,0.0006530567,0.0001916393,0.0000492088,0.00004469229,0.0006826124],"category_scores_gemma":[0.0008132078,0.00005569682,0.00001151169,0.0003182635,0.0002127154,0.000241204,0.000004530332,0.00007908606,7.395406e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001694751,"about_ca_system_score_gemma":0.01822658,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006347901,"about_ca_topic_score_gemma":0.2860602,"domain_scores_codex":[0.9994417,0.00005721599,0.0001806085,0.00008571671,0.0001108859,0.0001238678],"domain_scores_gemma":[0.9987332,0.00008843908,0.0001002683,0.0000472678,0.0004644909,0.0005663626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000001143265,0.00001899335,0.0117616,0.000002620018,0.00001127343,0.00000115154,0.006743682,1.012421e-7,0.00002224728,0.975634,0.005435957,0.0003672227],"study_design_scores_gemma":[0.0001775537,0.00002432526,0.5281751,0.00002241216,0.00001801905,0.00006199249,0.007046639,3.556246e-7,0.00002272613,0.05623025,0.408122,0.00009861693],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4009945,0.001784701,0.000007388238,0.5439986,0.0002616411,0.00005674375,0.00006855105,0.00000154001,0.05282634],"genre_scores_gemma":[0.9729517,0.0003653042,0.0006792077,0.002639806,0.0007616192,0.000001614912,0.00003253833,0.000004788641,0.02256347],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9194037,"threshold_uncertainty_score":0.9873391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0121887184767727,"score_gpt":0.3161189855411108,"score_spread":0.3039302670643381,"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."}}