{"id":"W4404476024","doi":"10.9771/contemporanea.v22i1.63377","title":"Expediente","year":2024,"lang":"pt","type":"article","venue":"Contemporanea","topic":"Sociology and Education in Brazil","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philosophy","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008956586,0.0001585426,0.000193697,0.00009324986,0.0005529317,0.0001748962,0.0002851074,0.0003251545,0.004304138],"category_scores_gemma":[0.0002299903,0.0001567772,0.0001635606,0.0004031656,0.0006485466,0.0002503551,0.00003417008,0.0003459045,0.006372118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001028399,"about_ca_system_score_gemma":0.0006215587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003452512,"about_ca_topic_score_gemma":0.00009095755,"domain_scores_codex":[0.9984261,0.000293755,0.0002810638,0.0003948055,0.0002256597,0.0003785827],"domain_scores_gemma":[0.9989855,0.0004933582,0.00005035693,0.0002136718,0.00007907607,0.0001780125],"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":[0.00001130514,0.00004558449,0.003307752,0.00007839268,0.00008938507,0.0000358366,0.2028931,2.822161e-7,0.00002353034,0.04363269,0.7464871,0.003395093],"study_design_scores_gemma":[0.0001105758,0.00003109485,0.0005753622,0.0001426031,0.00003417072,0.000002822473,0.05428822,0.00005226482,0.00002077852,0.002350902,0.9421985,0.0001927435],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09248515,0.1285602,0.000459969,0.09583342,0.08474608,0.0006999782,0.00006063948,0.0009382282,0.5962163],"genre_scores_gemma":[0.7736827,0.0004636748,0.000005900169,0.0005706975,0.00205538,0.00002969504,0.00001344329,0.00001628579,0.2231622],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6811975,"threshold_uncertainty_score":0.9966061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1002010279131021,"score_gpt":0.4052189893550067,"score_spread":0.3050179614419046,"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."}}