{"id":"W4404196456","doi":"10.1080/02607476.2024.2413930","title":"Fifty years of initial teacher education in Portugal: looking back, looking forward","year":2024,"lang":"en","type":"article","venue":"Journal of Education for Teaching International Research and Pedagogy","topic":"Educational Practices and Policies","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação para a Ciência e a Tecnologia; Universidade do Minho; International Council for Canadian Studies","keywords":"Mathematics education; Pedagogy; Political science; Psychology; Sociology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002558756,0.0002365531,0.0004044713,0.00165764,0.001796861,0.004969787,0.0008086763,0.001436803,0.009209771],"category_scores_gemma":[0.006602254,0.0003311517,0.0005666586,0.002411403,0.001201973,0.002805113,0.002345016,0.003025237,0.0009338661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007618632,"about_ca_system_score_gemma":0.01240862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07034799,"about_ca_topic_score_gemma":0.08440278,"domain_scores_codex":[0.9975268,0.0003045299,0.0001411817,0.0002127085,0.0004217697,0.001392964],"domain_scores_gemma":[0.9932933,0.001003342,0.001765188,0.0001791847,0.0009003765,0.002858696],"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":[0.001223217,0.0008904405,0.3046034,0.009367533,0.000143877,0.006698857,0.06000065,0.001678081,0.001792174,0.09903693,0.09489257,0.4196722],"study_design_scores_gemma":[0.00003197385,0.0002553909,0.6667966,0.005746375,0.00003179081,0.001241387,0.0307398,0.0001731502,0.0004792705,0.001707184,0.2927341,0.00006289264],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6409355,0.1394227,0.000428861,0.1148868,0.003692283,0.0000631414,0.003735475,0.00009660252,0.09673864],"genre_scores_gemma":[0.9448709,0.03289965,0.0002832676,0.003445184,0.0005942259,0.00003367087,0.001534773,0.00003079393,0.0163075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07034799,"threshold_uncertainty_score":0.139877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1066134776920952,"score_gpt":0.569258162779402,"score_spread":0.4626446850873068,"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."}}