{"id":"W4293579491","doi":"10.18817/ticseademfoco.v8i2.631","title":"EQUIDADE NA EDUCAÇÃO STEM PARA TODOS OS GÊNEROS","year":2022,"lang":"pt","type":"article","venue":"TICs & EaD em Foco","topic":"Science and Science Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Humanities; Political science; 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":[0.003396667,0.000321467,0.0003771176,0.0002540186,0.003825504,0.0006103498,0.002105911,0.0001502695,0.003929135],"category_scores_gemma":[0.0002025179,0.0003415446,0.0002124112,0.002847101,0.0005741272,0.0007391602,0.0004901105,0.0006079898,0.001267713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007353981,"about_ca_system_score_gemma":0.002263661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001011374,"about_ca_topic_score_gemma":0.000512431,"domain_scores_codex":[0.9940833,0.0006016993,0.0006011674,0.0009183206,0.002415279,0.00138023],"domain_scores_gemma":[0.9978755,0.0002896264,0.0003661889,0.0007403066,0.0001838511,0.0005445307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004732998,0.001297884,0.009070597,0.0000502486,0.000048895,0.00003101568,0.7360891,0.0007816501,0.00626725,0.01530376,0.1500186,0.0809937],"study_design_scores_gemma":[0.0005554081,0.0007968256,0.007397918,0.00006318908,0.000121162,0.0000225852,0.7589012,0.005144003,0.001119181,0.003053419,0.2215315,0.001293595],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679872,0.0007432176,0.000236745,0.01028512,0.01018089,0.001064136,0.00004896214,0.0001395678,0.009314111],"genre_scores_gemma":[0.9239611,0.00005947748,0.0001117032,0.00141768,0.0008037768,0.0001213344,0.00001130895,0.00002524648,0.07348835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0797001,"threshold_uncertainty_score":0.9999037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1577753779522353,"score_gpt":0.3887896361922493,"score_spread":0.2310142582400141,"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."}}