{"id":"W1485960962","doi":"","title":"A Different Role for Teachers Unions? Cooperation Brings High Scores in Canada and Finland","year":2012,"lang":"en","type":"article","venue":"Education next","topic":"Labor Movements and Unions","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Power (physics); Work (physics); Industrial relations; Political science; Sociology; Law; Labour economics; Economics; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0001176078,0.00003908189,0.00004639042,0.00002746249,0.0001780439,0.00004541618,0.0000382276,0.00001852093,0.00008012763],"category_scores_gemma":[0.00006567542,0.00003484715,0.000005610295,0.00007391666,0.00001860846,0.0001984416,0.000006784497,0.00003078612,4.761196e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002550303,"about_ca_system_score_gemma":0.0008101788,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9554991,"about_ca_topic_score_gemma":0.983049,"domain_scores_codex":[0.9996067,0.00003973292,0.00007329209,0.00006615751,0.00007292043,0.0001412422],"domain_scores_gemma":[0.9997659,0.0000503296,0.00002602126,0.00004553652,0.00003275683,0.0000794384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004628205,0.0001855443,0.7184227,0.000004345221,0.000007326642,2.205015e-8,0.02699991,0.000005331755,0.0003624724,0.1908195,0.01121509,0.05197312],"study_design_scores_gemma":[0.000123242,0.000005391733,0.877458,0.000008556827,0.000003668112,4.386835e-8,0.006941137,0.000008527025,0.00006466388,0.0003369857,0.1149959,0.00005388768],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959413,0.0002316405,0.00001729586,0.002486353,0.0005138392,0.0002032746,0.00000569196,0.000004077991,0.0005965612],"genre_scores_gemma":[0.996963,0.00004666368,0.00007112577,0.0005738794,0.0002085066,0.00005472916,0.00001829309,0.000003419299,0.002060428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1904826,"threshold_uncertainty_score":0.1437222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01508542014347618,"score_gpt":0.274574747142258,"score_spread":0.2594893269987819,"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."}}