{"id":"W4388094316","doi":"10.32749/nucleodoconhecimento.com.br/education-fr/robotique-comme-strategie","title":"La robotique comme stratégie d’enseignement des matières de l’enseignement professionnel et technologique au Brésil entre 2017 et 2022 : une revue intégrative","year":2023,"lang":"fr","type":"article","venue":"Revista Científica Multidisciplinar Núcleo do Conhecimento","topic":"Academic Research in Diverse Fields","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cégep de Chicoutimi","funders":"","keywords":"Humanities; Philosophy; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["sts","research_integrity"],"category_scores_codex":[0.01120638,0.0009644841,0.001076283,0.0006365924,0.003005064,0.0007113261,0.002326752,0.001558674,0.001285463],"category_scores_gemma":[0.001645646,0.0009518801,0.0005007548,0.003364248,0.003413077,0.0009262613,0.003009537,0.003124463,0.0006497044],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004838494,"about_ca_system_score_gemma":0.002439573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001707305,"about_ca_topic_score_gemma":0.003713675,"domain_scores_codex":[0.9870246,0.005137996,0.001520116,0.001727446,0.001880288,0.002709568],"domain_scores_gemma":[0.9946105,0.001653127,0.0009275596,0.001336277,0.0005439097,0.0009286334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002070467,0.00159028,0.00571505,0.001329679,0.0004498783,0.0007238986,0.2866689,0.001493921,0.004618546,0.4349798,0.2485655,0.01365753],"study_design_scores_gemma":[0.0036048,0.001319013,0.01961354,0.008679223,0.0003759869,0.00007002031,0.5503929,0.005311069,0.002201604,0.03376011,0.3721491,0.002522716],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5795996,0.01163864,0.00853266,0.2585121,0.002245062,0.01061852,0.001109775,0.001656534,0.1260871],"genre_scores_gemma":[0.9292646,0.02159866,0.005318415,0.0006235853,0.000418066,0.001030311,0.0002539339,0.0001465111,0.04134589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4012196,"threshold_uncertainty_score":0.9997375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1115667045936648,"score_gpt":0.4047808607053909,"score_spread":0.2932141561117261,"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."}}