{"id":"W7161213875","doi":"","title":"recent facts & figures from Portugal","year":2025,"lang":"en","type":"article","venue":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidade de Lisboa; Fundação para a Ciência e a Tecnologia; Federation for the Humanities and Social Sciences","keywords":"Portuguese; Digital inclusion; Key (lock); Public policy; Inclusion (mineral); Population; Emerging technologies; Software","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":[0.002461015,0.0004975212,0.0004832573,0.006209382,0.001752765,0.007555402,0.001126951,0.001781613,0.01339005],"category_scores_gemma":[0.01066607,0.0003545999,0.0004745939,0.01370335,0.001447944,0.002939989,0.001857199,0.001653792,0.001999459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004962403,"about_ca_system_score_gemma":0.003774237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03372419,"about_ca_topic_score_gemma":0.02842349,"domain_scores_codex":[0.9975189,0.0003185886,0.0003335906,0.0003758082,0.001062444,0.000390633],"domain_scores_gemma":[0.9935776,0.00322845,0.001357455,0.0003659002,0.001103862,0.0003666309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003219199,0.00007367753,0.01378484,0.00898618,0.00006194574,0.003270535,0.01773703,0.0009385414,0.0005111201,0.19892,0.4523412,0.3030529],"study_design_scores_gemma":[0.000004225739,0.000009019631,0.01113703,0.001682895,0.00001590453,0.0005151273,0.003124082,0.00007011107,0.0001581904,0.002778202,0.9804907,0.00001452805],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06110341,0.1591104,0.002146826,0.08299201,0.009450999,0.00008214992,0.02943174,0.000394892,0.6552876],"genre_scores_gemma":[0.6026335,0.2452659,0.004802783,0.01656249,0.007222882,0.00022306,0.02282659,0.0005064319,0.09995627],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03372419,"threshold_uncertainty_score":0.06705576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1854004829070671,"score_gpt":0.4670639209965384,"score_spread":0.2816634380894713,"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."}}