{"id":"W3104837701","doi":"10.5539/hes.v10n4p116","title":"Professional Experience in Australian Initial Teacher Education: An Appraisal of Policy and Practice","year":2020,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Legislation; Professional development; Legislature; Higher education; Public relations; Government (linguistics); Sociology; Pedagogy; Political 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003769844,0.0000971826,0.0001696628,0.0001120849,0.0002107493,0.00003880661,0.0001262444,0.00006697325,0.0002048674],"category_scores_gemma":[0.001165768,0.00009262683,0.00001860218,0.0005674894,0.0003252941,0.0006042949,0.00003372764,0.0001021551,0.00001366798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000927651,"about_ca_system_score_gemma":0.002820611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004338726,"about_ca_topic_score_gemma":0.0001244124,"domain_scores_codex":[0.9985759,0.0004866447,0.0002993015,0.0002207994,0.0002515745,0.0001658304],"domain_scores_gemma":[0.9987078,0.0003840839,0.0001966466,0.0001122614,0.0004222259,0.000176998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002888326,0.000743273,0.06330818,0.00006666101,0.00001696612,1.570488e-7,0.6532902,3.531248e-7,0.00007924088,0.2496015,0.0281383,0.004726404],"study_design_scores_gemma":[0.00006724372,0.00001999327,0.07714505,0.00003325411,0.000005336729,8.663965e-7,0.4350583,7.680019e-8,0.00001123772,0.0001824961,0.4874039,0.00007225988],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8440767,0.00121731,7.96889e-7,0.122305,0.002560925,0.000253654,0.000002754976,0.00002673573,0.02955615],"genre_scores_gemma":[0.9834955,0.0001220948,0.0004533685,0.002586431,0.003668547,0.000178091,0.000004769846,0.000007798162,0.009483431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4592656,"threshold_uncertainty_score":0.6558885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2522414949662444,"score_gpt":0.5837866542905564,"score_spread":0.331545159324312,"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."}}