{"id":"W2146247293","doi":"","title":"Speaking Up and Speaking Freely: Beginning Teachers' Critical Perceptions of Their Professional Induction.","year":2007,"lang":"en","type":"article","venue":"","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Teacher induction; Enculturation; Pedagogy; Professional development; Collegiality; Teacher education; Qualitative research; Period (music); Perception; Psychology; Sociology; Scale (ratio); Mathematics education; Social science","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":[],"consensus_categories":[],"category_scores_codex":[0.001346419,0.00008420452,0.0001200547,0.000107178,0.0005856868,0.00003370579,0.00009493118,0.00009134148,0.0007342757],"category_scores_gemma":[0.0005462857,0.00007002507,0.00004073813,0.0002085049,0.0007457749,0.0002336806,0.00003731606,0.000249655,0.000008055859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006867625,"about_ca_system_score_gemma":0.0001055633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001545205,"about_ca_topic_score_gemma":0.00319242,"domain_scores_codex":[0.9989782,0.0001396282,0.0001945598,0.0001708529,0.0002386465,0.0002781393],"domain_scores_gemma":[0.9992685,0.0003801325,0.00005119,0.00007975708,0.000118081,0.0001023091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003842737,0.00007164935,0.1305168,0.000009855059,0.00001476924,3.195288e-7,0.8146885,1.794672e-7,0.0004782984,0.03002348,0.000946846,0.02324549],"study_design_scores_gemma":[0.0000676709,0.000007623612,0.2240435,0.00003462097,0.000007891202,0.000001244272,0.7672246,0.000001707975,0.00005468445,0.0004631747,0.008016603,0.00007669099],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9324953,0.0002324565,0.001891368,0.03294602,0.001181873,0.0001264726,0.000001081314,0.00009533208,0.03103007],"genre_scores_gemma":[0.9956133,0.00001243056,0.001991662,0.0002127087,0.0005967122,0.000003389819,0.000001005114,0.000007171476,0.001561563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09352672,"threshold_uncertainty_score":0.8039804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.136869772478196,"score_gpt":0.4367342020334102,"score_spread":0.2998644295552142,"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."}}