{"id":"W2124165169","doi":"10.1590/s1516-73132011000100001","title":"Formação inicial de professores de ciências na austrália, brasil e canadá: uma análise exploratória","year":2011,"lang":"pt","type":"article","venue":"Ciência & Educação (Bauru)","topic":"Education Pedagogy and Practices","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Humanities; Physics; Philosophy","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004252916,0.0008624225,0.0008733905,0.0004823456,0.002810441,0.0004193334,0.001966759,0.001257285,0.01950813],"category_scores_gemma":[0.004297335,0.0009716685,0.0004153514,0.001561893,0.0009460229,0.002813968,0.0002704976,0.001817487,0.001447198],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001237139,"about_ca_system_score_gemma":0.01746632,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06115754,"about_ca_topic_score_gemma":0.1527153,"domain_scores_codex":[0.9916414,0.002136216,0.00125412,0.001152587,0.001057895,0.002757752],"domain_scores_gemma":[0.9937803,0.001593181,0.001200489,0.001083823,0.0006587885,0.001683457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004359275,0.001504769,0.170036,0.0001580549,0.0002816143,0.00007704282,0.5970578,0.000004358272,0.0001751805,0.007892489,0.2045327,0.01784399],"study_design_scores_gemma":[0.001230311,0.0005090213,0.1773711,0.00039341,0.0007690381,0.00006158953,0.5771009,0.000085643,0.002855703,0.007333829,0.2302018,0.002087612],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9190317,0.002134349,0.0001140937,0.006331354,0.01076087,0.001102384,0.0001275333,0.0002592785,0.0601384],"genre_scores_gemma":[0.96053,0.0008768365,0.0005609409,0.003488434,0.003937999,0.0003305717,0.00006141603,0.0001287093,0.03008514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09155779,"threshold_uncertainty_score":0.9993303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1972955457704754,"score_gpt":0.4061037905620238,"score_spread":0.2088082447915485,"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."}}