{"id":"W4389304704","doi":"10.47820/recima21.v4i12.4370","title":"TECNOLOGIAS DIGITAIS: AS TRANSFORMAÇÕES NOS CENÁRIOS DOS DOCENTES","year":2023,"lang":"pt","type":"article","venue":"RECIMA21 - Revista Científica Multidisciplinar - ISSN 2675-6218","topic":"Education and Digital Technologies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ouranos","funders":"","keywords":"Humanities; Sociology; Art","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005694794,0.0005417941,0.0005729271,0.008378198,0.005800178,0.01876447,0.001724389,0.001819875,0.01464043],"category_scores_gemma":[0.01911469,0.0003510025,0.0006194751,0.01550089,0.006448864,0.00908426,0.009365007,0.001857083,0.001522486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01156668,"about_ca_system_score_gemma":0.01223178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02722719,"about_ca_topic_score_gemma":0.03787716,"domain_scores_codex":[0.9941027,0.001758716,0.0004322889,0.0009459571,0.002148024,0.000612348],"domain_scores_gemma":[0.9867747,0.006046799,0.001864307,0.001350789,0.002558853,0.00140453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002231036,0.0001142868,0.05036573,0.001345831,0.00006354844,0.001001826,0.3615099,0.0007984748,0.002283901,0.1927603,0.007231974,0.3823009],"study_design_scores_gemma":[0.00002616042,0.0001786137,0.07909817,0.001009639,0.00007818794,0.0008943196,0.4490273,0.0005687455,0.001820005,0.03298352,0.4342018,0.0001136144],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6268896,0.01313759,0.01709297,0.01461227,0.0008603917,0.0002492544,0.001195142,0.0004259191,0.3255368],"genre_scores_gemma":[0.9528077,0.005600687,0.008073515,0.0004791677,0.0001025384,0.000120697,0.0002543298,0.00006947169,0.03249189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02722719,"threshold_uncertainty_score":0.08392256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06710604171207465,"score_gpt":0.3749172522268318,"score_spread":0.3078112105147571,"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."}}