{"id":"W6986663869","doi":"","title":"The Quebec education system: experiences and discontents as a teacher and student","year":2023,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Qualitative research; Work (physics); Higher education; Agency (philosophy); Government (linguistics); Data collection","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0003802359,0.000104848,0.0001236324,0.00002785742,0.001080036,0.001099854,0.0003774721,0.000100964,0.00007387369],"category_scores_gemma":[0.00008539723,0.00006035149,0.00002280928,0.0001043806,0.0001636613,0.0001783836,0.00006492491,0.00008126569,0.00008059691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001319532,"about_ca_system_score_gemma":0.001080278,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2977662,"about_ca_topic_score_gemma":0.3694167,"domain_scores_codex":[0.999079,0.00006639911,0.0001664176,0.0002183693,0.0002986305,0.0001711641],"domain_scores_gemma":[0.9995415,0.00004265889,0.0001373425,0.0001003403,0.00007625974,0.0001018865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002089109,0.00007315565,0.0009377664,0.00002467847,0.00004898262,6.680842e-7,0.7397357,8.372834e-8,0.000004582936,0.006867906,0.005040278,0.2472453],"study_design_scores_gemma":[0.00004059012,0.00001091695,0.02587575,0.0001174151,0.00001723344,6.569119e-7,0.8424205,4.497481e-7,0.000003350879,0.00009604691,0.1313346,0.0000824603],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8631781,0.0009830374,1.00943e-8,0.00100874,0.001691873,0.0005573232,0.000002595224,0.000002002026,0.1325763],"genre_scores_gemma":[0.5344434,0.0002469079,0.000006407784,0.00001655972,0.0002059621,0.0001979806,0.00004827197,0.000006607509,0.4648279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3322516,"threshold_uncertainty_score":0.9999371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03919241566062318,"score_gpt":0.4188649400235331,"score_spread":0.3796725243629099,"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."}}