{"id":"W1583988891","doi":"10.31496/rpd.v6i13.289","title":"Resenha - Marise Soares Diniz","year":2006,"lang":"pt","type":"article","venue":"Revista Profissão Docente","topic":"Education Pedagogy and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Humanities; 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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001928662,0.0003518973,0.000425617,0.0001671118,0.001353551,0.0008529985,0.0006697281,0.0003372606,0.007288341],"category_scores_gemma":[0.0007670952,0.0003514279,0.000218566,0.0009478321,0.0004590749,0.0009789906,0.0001373567,0.0005320694,0.001792277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001779638,"about_ca_system_score_gemma":0.0007838018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003770668,"about_ca_topic_score_gemma":0.001415343,"domain_scores_codex":[0.9958112,0.001171559,0.0007232078,0.0006753792,0.0007747614,0.0008439069],"domain_scores_gemma":[0.9975765,0.0006171863,0.000640031,0.0005857865,0.0003106944,0.0002697778],"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":[0.000110098,0.0005583917,0.09008385,0.0003736745,0.00007593737,0.00002997779,0.005923234,0.000003749812,0.00005025595,0.1400572,0.7590127,0.003720959],"study_design_scores_gemma":[0.0002743759,0.00005275059,0.01911965,0.0002022401,0.0001304279,0.000004175638,0.005798186,0.00001624665,0.00007438605,0.0009898571,0.9729239,0.0004138524],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1664361,0.0433496,0.00009419306,0.07888508,0.004748386,0.001982823,0.0001742829,0.0003889454,0.7039406],"genre_scores_gemma":[0.5997523,0.003289694,0.00009424443,0.0004192444,0.001946672,0.00003562065,0.00008565413,0.00003924945,0.3943373],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4333162,"threshold_uncertainty_score":0.9999465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06543735101692451,"score_gpt":0.4084706787168721,"score_spread":0.3430333276999477,"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."}}