{"id":"W2157969583","doi":"10.1177/1468798413478261","title":"Enhancing preschool educators’ ability to facilitate conversations during shared book reading","year":2013,"lang":"en","type":"article","venue":"Journal of Early Childhood Literacy","topic":"Reading and Literacy Development","field":"Psychology","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Coaching; Shared reading; Reading (process); Psychology; Professional development; Pedagogy; Mathematics education; Control (management); Early childhood education; Developmental psychology; Literacy; Computer science; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":["insufficient_payload"],"category_scores_codex":[0.0006324367,0.000295454,0.0004637287,0.0005392472,0.0002138157,0.0004776475,0.000438789,0.0001070443,0.004894684],"category_scores_gemma":[0.0004376683,0.0002629886,0.0002463375,0.0003524544,0.00003182317,0.002082941,0.00008036707,0.0006267332,0.001525482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002257483,"about_ca_system_score_gemma":0.0002040243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00033987,"about_ca_topic_score_gemma":0.000001273141,"domain_scores_codex":[0.9970078,0.0002380385,0.001367833,0.0004050827,0.000408125,0.0005730519],"domain_scores_gemma":[0.9974601,0.0003020337,0.0005521225,0.000517122,0.000581536,0.0005870935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002060078,0.0009181668,0.1373222,0.000108391,0.000597539,0.00007904271,0.7901626,0.00003723426,0.0165117,0.0001858541,0.03814885,0.01572245],"study_design_scores_gemma":[0.0009382031,0.0002430424,0.9800582,0.0004203202,0.00003368332,0.0001795382,0.001361139,0.000001322754,0.0007226525,0.0002400442,0.01549277,0.0003090857],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930745,0.0004429894,0.0002566683,0.001283557,0.001516327,0.0005483418,0.00001865112,0.00004916892,0.002809749],"genre_scores_gemma":[0.9859212,0.000008494287,0.004338033,0.0007521468,0.0005799166,0.00005724416,0.000006187969,0.0000377618,0.008299011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.842736,"threshold_uncertainty_score":0.9999822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01309233021885831,"score_gpt":0.272302168790065,"score_spread":0.2592098385712067,"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."}}