{"id":"W4307204047","doi":"10.12660/gvcasosv12nespeciala1","title":"Apresentação: tecnologias sociais para tempos mais que urgentes","year":2022,"lang":"pt","type":"article","venue":"Revista Brasileira de Casos de Ensino em Administração","topic":"Education and Digital Technologies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; HEC Montréal","funders":"","keywords":"Art; Humanities","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":[],"category_scores_codex":[0.001754808,0.0007482421,0.0009297504,0.0003865047,0.002387761,0.001218573,0.001791183,0.0006330466,0.005730278],"category_scores_gemma":[0.002898936,0.0008713492,0.0008379476,0.001791761,0.0009812716,0.0003961936,0.0008319781,0.001495658,0.0003907822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002070152,"about_ca_system_score_gemma":0.003886145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004965267,"about_ca_topic_score_gemma":0.0003470153,"domain_scores_codex":[0.9933141,0.001321197,0.00109149,0.001203793,0.00117744,0.001891994],"domain_scores_gemma":[0.9960481,0.001025248,0.00077469,0.001159143,0.0002353342,0.0007574881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002413881,0.001921695,0.5104192,0.0005860402,0.0006509725,0.001460417,0.05126305,0.0000307154,0.001128836,0.07459661,0.3425683,0.01513275],"study_design_scores_gemma":[0.0008375993,0.0009195547,0.05259803,0.000219918,0.0003453498,0.0008205525,0.5492338,0.0001058142,0.001363456,0.001053447,0.3904674,0.002035077],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688277,0.005743474,0.000197201,0.005996244,0.001162957,0.00151888,0.0008219742,0.001280328,0.01445122],"genre_scores_gemma":[0.9736842,0.0004439745,0.0003694262,0.001905658,0.0003646304,0.0002421541,0.0001391231,0.000105883,0.02274495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4979707,"threshold_uncertainty_score":0.9998183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09560403564492032,"score_gpt":0.3697441548357564,"score_spread":0.2741401191908361,"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."}}