{"id":"W2241918760","doi":"","title":"Pre-Service Teachers' Development Of Literacy Practices In Science, Math and Social Studies","year":2012,"lang":"en","type":"article","venue":"Antistasis","topic":"Educational Assessment and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Literacy; Mathematics education; Service (business); Pedagogy; Sociology; Mathematics; Business","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":[0.001480522,0.000047638,0.00009426002,0.00009031628,0.0004460463,0.0000470108,0.0001141675,0.00002525892,0.00002260365],"category_scores_gemma":[0.0001369682,0.00004382329,0.000008609798,0.0003748653,0.0002559591,0.0008710111,0.00005179843,0.00004779708,0.00000499866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006742362,"about_ca_system_score_gemma":0.0004892489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001024615,"about_ca_topic_score_gemma":0.0029049,"domain_scores_codex":[0.9992148,0.00006829549,0.0001463087,0.00009988507,0.0002687886,0.0002019636],"domain_scores_gemma":[0.9994425,0.0001701499,0.0001794224,0.00003779933,0.000134887,0.00003523219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000003012491,0.00009222637,0.4392009,0.00002623484,0.0000116453,1.194749e-7,0.5180077,1.727657e-8,0.0001216973,0.01936649,0.0000853621,0.02308458],"study_design_scores_gemma":[0.00007611377,0.000004807891,0.7853451,0.0000171822,0.000009722076,2.740531e-7,0.1226204,0.000001081265,0.0001405618,0.0002587567,0.09145381,0.00007216423],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928949,0.0006719021,0.000003253798,0.001813194,0.0001518445,0.00007178737,0.000001525798,0.000006963374,0.004384645],"genre_scores_gemma":[0.9952844,0.0001016972,0.00406671,0.00009734475,0.0001207283,0.000008526154,0.000001870082,0.000002269003,0.0003164503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3953874,"threshold_uncertainty_score":0.3430672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1558536703437321,"score_gpt":0.5120504942767107,"score_spread":0.3561968239329786,"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."}}