{"id":"W2278417301","doi":"10.12735/ier.v3i2p01","title":"In their Own Words: Using First-Year Teacher Blogs to Prepare Preservice Educators","year":2015,"lang":"en","type":"article","venue":"International Education Research","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Teacher preparation; Psychology; Pedagogy; Teacher education; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003401264,0.0002930469,0.0002120264,0.000510619,0.004052906,0.005915287,0.000772026,0.003880187,0.005148406],"category_scores_gemma":[0.02284216,0.0002055655,0.000208689,0.0006322167,0.002816858,0.009436904,0.003231914,0.003216111,0.002358783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009159423,"about_ca_system_score_gemma":0.002645139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002457328,"about_ca_topic_score_gemma":0.007913436,"domain_scores_codex":[0.9982738,0.0009763765,0.0000908708,0.0002010792,0.0003133453,0.0001444553],"domain_scores_gemma":[0.987145,0.007449058,0.001220737,0.0007213209,0.001864464,0.001599376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001265212,0.0004085026,0.04802252,0.001016876,0.00004748231,0.001421653,0.1168432,0.000151876,0.00284212,0.01278762,0.5642301,0.2521015],"study_design_scores_gemma":[0.00003077603,0.0003121223,0.02160973,0.001271668,0.00006408466,0.002211639,0.2019174,0.0003350216,0.002930106,0.008561968,0.7606645,0.0000910646],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1822578,0.01091863,0.01392113,0.6747072,0.03358272,0.0002513332,0.0003867248,0.0007444764,0.08322997],"genre_scores_gemma":[0.6344405,0.01536304,0.02234588,0.1993483,0.01090034,0.0003545514,0.0002806209,0.0006021791,0.1163646],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005915287,"threshold_uncertainty_score":0.01798785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2192932056056736,"score_gpt":0.5747838064590363,"score_spread":0.3554906008533627,"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."}}