{"id":"W3112395511","doi":"","title":"Professional training of teachers for social and pedagogical activity: progressive world practices","year":2021,"lang":"en","type":"article","venue":"Revista Inclusiones","topic":"Social and Behavioral Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disadvantaged; Training (meteorology); Social work; Pedagogy; Work (physics); Medical education; Professional development; State (computer science); Psychology; Sociology; Political science; Public relations; Medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006032953,0.0000927266,0.0002805871,0.00002976933,0.001908308,0.00006160775,0.00008658293,0.00008306809,0.00009229145],"category_scores_gemma":[0.001085768,0.00007505897,0.0000913754,0.0002670564,0.0003993239,0.0001767447,0.0002417131,0.0001209437,6.165604e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000473946,"about_ca_system_score_gemma":0.0003254029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001730122,"about_ca_topic_score_gemma":0.0007805174,"domain_scores_codex":[0.9988022,0.0002624008,0.0001636688,0.0002093597,0.0003501874,0.0002121216],"domain_scores_gemma":[0.9988618,0.0004307657,0.0003792668,0.00004317721,0.000227079,0.00005789367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001851479,0.0007400913,0.04588347,0.0002466464,0.00009860732,0.00003078986,0.3966357,6.3142e-8,0.006380383,0.08140437,0.002334663,0.46606],"study_design_scores_gemma":[0.0008192725,0.0001041579,0.07570241,0.0003167116,0.0002367853,0.000003276726,0.2568771,0.000003517896,0.0005700425,0.004021403,0.6609251,0.0004201857],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830129,0.001796089,0.00001106517,0.01283634,0.0001665343,0.0003669799,0.00001521647,0.00003225215,0.001762616],"genre_scores_gemma":[0.9940384,0.0001244507,0.0006234876,0.00007267901,0.0005851046,0.00007023086,0.000004634371,0.00000766845,0.004473365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6585905,"threshold_uncertainty_score":0.9993911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4993285115677236,"score_gpt":0.5437652909925488,"score_spread":0.04443677942482516,"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."}}