{"id":"W4391165677","doi":"10.5040/9781350187252","title":"The Induction of Early Childhood Educators","year":2024,"lang":"en","type":"book","venue":"Bloomsbury Publishing Plc eBooks","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Teacher induction; Psychology; Mathematics education; Pedagogy; Professional development","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":["metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001059841,0.0004839487,0.0004660142,0.0003352008,0.0002900608,0.001161927,0.001323841,0.0006738518,0.0008174927],"category_scores_gemma":[0.0001364433,0.0003357301,0.0003777849,0.0001577062,0.0003688342,0.0002840278,0.0002115439,0.002331803,0.0006237589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001538282,"about_ca_system_score_gemma":0.001062123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001300237,"about_ca_topic_score_gemma":0.00001238076,"domain_scores_codex":[0.996786,0.0002170867,0.0008588412,0.0008585152,0.000728071,0.0005514767],"domain_scores_gemma":[0.9973258,0.0006527232,0.0005781547,0.001003873,0.0002367768,0.0002026402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002622606,0.0002014176,0.0001451585,0.00004683071,0.0006158951,0.00001368716,0.003132442,9.466378e-8,0.000004393534,0.2045452,0.7314277,0.05984089],"study_design_scores_gemma":[0.0002357837,0.0001716815,0.01502328,0.0002582174,0.0001719624,0.00006113127,0.0006258689,4.913558e-8,0.000005300228,0.145872,0.83723,0.0003447137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0220232,0.004088271,0.000002335017,0.001793387,0.01711345,0.0005595899,0.0001282432,0.0001853041,0.9541062],"genre_scores_gemma":[0.02548327,0.00003085763,0.00005792732,0.0005414629,0.003396634,0.0002144529,0.0001869362,0.0001159321,0.9699726],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1058023,"threshold_uncertainty_score":0.9999698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03498892099177918,"score_gpt":0.3202572972128798,"score_spread":0.2852683762211006,"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."}}