{"id":"W4319719818","doi":"10.24109/2176-6673.emaberto.35i115.5419","title":"Embracing the cacophony of learning to teach","year":2023,"lang":"en","type":"article","venue":"Em Aberto","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Crandall University","funders":"","keywords":"Sociology; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.000745165,0.00004058811,0.00006784232,0.00004775287,0.0003653752,0.00002564916,0.0001485266,0.00002423943,0.0001372704],"category_scores_gemma":[0.0006339948,0.0000304859,0.00003086121,0.0005597888,0.00006584432,0.00003452801,0.00003117175,0.0001099853,0.0004528445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002839216,"about_ca_system_score_gemma":0.0000589729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001215261,"about_ca_topic_score_gemma":0.001821265,"domain_scores_codex":[0.9992841,0.0001719544,0.00008456218,0.00009188569,0.0001878343,0.0001796706],"domain_scores_gemma":[0.9995934,0.0002112683,0.00003064892,0.00008312558,0.00003590712,0.00004565925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000002049801,0.000008574183,0.004294257,0.000003924365,0.000009134489,2.845046e-7,0.9519459,0.00004531912,0.000200095,0.001336121,0.03712356,0.005030763],"study_design_scores_gemma":[0.00002887174,0.000007989729,0.03682902,0.000009390806,0.000003384203,5.636432e-8,0.7484472,0.000003333595,0.00007535449,0.0001716109,0.214381,0.00004276889],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7921396,0.0001453222,0.0000136157,0.1551583,0.0008138573,0.0001608043,4.794148e-7,0.000176619,0.05139138],"genre_scores_gemma":[0.9640863,0.00000819617,0.0000284827,0.000395339,0.0002771847,0.00001316355,6.291795e-7,0.000005232858,0.03518546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2034987,"threshold_uncertainty_score":0.5820551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1027747183887893,"score_gpt":0.3950486736318058,"score_spread":0.2922739552430165,"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."}}