{"id":"W2343208858","doi":"10.1108/jpcc-01-2016-0001","title":"Developing professional capital in teaching through initial teacher education","year":2016,"lang":"en","type":"article","venue":"Journal of Professional Capital and Community","topic":"School Choice and Performance","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Originality; Teacher education; Professional development; Value (mathematics); Capital (architecture); Quality (philosophy); Pedagogy; Political science; Investment (military); Sociology; Social science; Politics; Qualitative research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003071593,0.0001254365,0.0002073153,0.0001192678,0.001596643,0.00004142196,0.0003732316,0.0001509141,0.0001763121],"category_scores_gemma":[0.0006847091,0.00007778065,0.00006188457,0.0001157219,0.0002410255,0.00154998,0.0001613762,0.001595914,0.00001123126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002277833,"about_ca_system_score_gemma":0.001723793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001155026,"about_ca_topic_score_gemma":0.001616294,"domain_scores_codex":[0.9968703,0.001842751,0.0004467331,0.0000852333,0.0004968429,0.0002581196],"domain_scores_gemma":[0.998657,0.0005768367,0.0003137224,0.0001112066,0.0002201859,0.0001210072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006323088,0.003035283,0.3954263,0.0001314442,0.00005557272,0.00001918799,0.3490072,7.697599e-7,0.002092205,0.0861344,0.008769364,0.154696],"study_design_scores_gemma":[0.001611455,0.000281484,0.6156141,0.002485916,0.00001877207,0.00006544599,0.2123405,0.000001553856,0.0002658077,0.1441441,0.02276103,0.0004098662],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841372,0.0004371216,0.00004429853,0.008939389,0.001715268,0.0001096844,0.000003097799,0.00001019446,0.004603682],"genre_scores_gemma":[0.9951326,0.0001771501,0.0007230797,0.00052689,0.001033546,0.000008968465,0.000002547014,0.000008419131,0.002386859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2201878,"threshold_uncertainty_score":0.9997032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06079012951149593,"score_gpt":0.4072861037265471,"score_spread":0.3464959742150512,"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."}}