{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.002033626,0.001369202,0.001526498,0.001325488,0.003018559,0.002251448,0.00308165,0.001189324,0.001305856],"category_scores_gemma":[0.003933764,0.001254552,0.001104075,0.007305507,0.002187707,0.001959754,0.00112871,0.001291083,0.01260703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007748263,"about_ca_system_score_gemma":0.001073488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001581394,"about_ca_topic_score_gemma":0.0002594103,"domain_scores_codex":[0.9898314,0.0004816986,0.002105538,0.002397848,0.002171125,0.003012407],"domain_scores_gemma":[0.9943763,0.001117743,0.0008948368,0.001944242,0.0006757591,0.0009911238],"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":[0.000911441,0.007659754,0.04083271,0.003148061,0.00117756,0.0006883286,0.2374127,0.0001620812,0.004994164,0.1356715,0.3433721,0.2239696],"study_design_scores_gemma":[0.001713361,0.0007627101,0.008629609,0.001322182,0.0002343931,0.0000305625,0.2395348,0.0003509762,0.002525679,0.002387526,0.7401795,0.002328688],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8324289,0.006197849,0.0001871728,0.04552165,0.004516288,0.005438957,0.001168419,0.006729854,0.09781086],"genre_scores_gemma":[0.9278868,0.008639592,0.0002692608,0.0002456911,0.0005799443,0.000336782,0.0004069279,0.0001819956,0.06145303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3968074,"threshold_uncertainty_score":0.9999059,"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."}}