{"id":"W2065203198","doi":"10.1080/13664530.2013.813763","title":"Preparing teachers for professional learning: is there a future for teacher education in new teacher induction?","year":2013,"lang":"en","type":"article","venue":"Teacher Development","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Teacher induction; Teacher education; Professional development; Popularity; Pedagogy; Faculty development; Quality (philosophy); Psychology; Alternative teacher certification; Teacher quality; Mathematics education; Sociology; Medical education; Political science; Medicine; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002036038,0.0002889916,0.0002800656,0.000201834,0.001176809,0.0001588129,0.0003373523,0.0003645001,0.00118846],"category_scores_gemma":[0.0004181059,0.0002601623,0.00009383134,0.0003653806,0.0000716424,0.0005322203,0.0001037735,0.0006420385,0.00007807023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001575147,"about_ca_system_score_gemma":0.005395263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002315519,"about_ca_topic_score_gemma":0.002667947,"domain_scores_codex":[0.9974985,0.0004175877,0.000470644,0.0005751151,0.0004483916,0.0005897777],"domain_scores_gemma":[0.9990279,0.00008464939,0.0002272786,0.0001958119,0.000236331,0.0002280368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004346844,0.0005850043,0.06615626,0.00002548501,0.00003688754,8.159805e-8,0.2594869,0.00000619105,0.0002448223,0.0009343086,0.2074373,0.4650433],"study_design_scores_gemma":[0.0007441304,0.000050692,0.08204129,0.0001095219,0.00001358511,4.485496e-7,0.07518656,0.0001040678,0.0001129493,0.001404841,0.8398485,0.0003834541],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532729,0.0005751314,0.001133792,0.01029993,0.001150546,0.003472775,0.000001181881,0.000244491,0.02984928],"genre_scores_gemma":[0.5393551,0.00001929807,0.01562932,0.0002612503,0.001699612,0.001326283,0.00004974985,0.00005612647,0.4416032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6324112,"threshold_uncertainty_score":0.999985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02499873489855619,"score_gpt":0.3464189554964056,"score_spread":0.3214202205978494,"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."}}