{"id":"W2794377028","doi":"10.17471/2499-4324/976","title":"A methodological framework for investigating TPACK integration in educational activities using ICT by prospective early childhood teachers","year":2018,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Digital literacy in education","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Information and Communications Technology; Technology integration; Psychology; Mathematics education; Early childhood education; Pedagogy; Early childhood; Educational technology; Computer science; Developmental psychology; World Wide Web","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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001973869,0.0002726669,0.0004904355,0.0005843239,0.0002673686,0.003055009,0.002393115,0.0001400431,0.0002526958],"category_scores_gemma":[0.004020048,0.000251446,0.0001158589,0.001171187,0.0002479991,0.008673986,0.0005073024,0.0004716012,0.000004117928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000346789,"about_ca_system_score_gemma":0.0004025297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002315537,"about_ca_topic_score_gemma":0.00001287407,"domain_scores_codex":[0.9973314,0.0004884614,0.0007244435,0.0005944858,0.000490421,0.0003708229],"domain_scores_gemma":[0.9961601,0.002039887,0.0008787103,0.0004061474,0.0003446772,0.0001704112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007503017,0.00111454,0.8076758,0.00004580705,0.0001306297,0.000001094692,0.02793857,0.000109933,0.04916439,0.03145495,0.00528765,0.07700156],"study_design_scores_gemma":[0.000186171,0.00003491461,0.6333999,0.0005533097,0.00001276862,0.000007026277,0.0002527749,0.000770211,0.02565283,0.3387185,0.0001289637,0.0002826063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7653185,0.0006392095,0.2315646,0.0003563251,0.0006960295,0.0006456716,0.0000192441,0.00003191675,0.0007284778],"genre_scores_gemma":[0.7736565,0.00003306612,0.225494,0.0002844672,0.0003270035,0.0001155026,0.000009755007,0.00002221401,0.00005752096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3072636,"threshold_uncertainty_score":0.9999938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4046371982606791,"score_gpt":0.5897056716515908,"score_spread":0.1850684733909118,"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."}}