{"id":"W2100381134","doi":"10.19173/irrodl.v5i1.172","title":"Distance Learning for Teacher Training in Brazil","year":2004,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Education and Digital Technologies","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Distance education; Unit (ring theory); Medical education; Service (business); Christian ministry; Human resources; Training (meteorology); Computer science; Business; Medicine; Pedagogy; Psychology; Mathematics education; Political science; Marketing; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0009716538,0.0001739272,0.0001502811,0.0006917917,0.001382196,0.001456193,0.0006290951,0.0005316414,0.011034],"category_scores_gemma":[0.004173412,0.0001079391,0.0001619283,0.00104849,0.0005300804,0.0007258128,0.001687527,0.0006354976,0.0009129877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004177258,"about_ca_system_score_gemma":0.01409606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04377981,"about_ca_topic_score_gemma":0.07980861,"domain_scores_codex":[0.9991008,0.0002408382,0.0000574665,0.0001084946,0.0002680753,0.0002243376],"domain_scores_gemma":[0.9974588,0.000466263,0.0002554894,0.0001443588,0.0006341626,0.001040986],"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":[0.00008633373,0.0006144122,0.03736779,0.002075742,0.00001530702,0.001524374,0.01356941,0.001148518,0.007179433,0.07535145,0.02928203,0.8317852],"study_design_scores_gemma":[0.0001142629,0.0006617205,0.2093825,0.00273225,0.00003563563,0.002237253,0.01716346,0.001862453,0.002583662,0.007564076,0.7556103,0.00005247753],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4831683,0.01759976,0.01013108,0.02810777,0.0007162265,0.001153164,0.001368359,0.0005226243,0.4572327],"genre_scores_gemma":[0.9540707,0.003384492,0.007489264,0.001195894,0.00006888289,0.0002045748,0.0003403795,0.00004817486,0.03319747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04377981,"threshold_uncertainty_score":0.08704996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1865212987158299,"score_gpt":0.5261425204721025,"score_spread":0.3396212217562726,"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."}}