{"id":"W4311647249","doi":"10.47670/wuwijar202261he","title":"Classroom Technology and Pedagogical Shifts","year":2022,"lang":"en","type":"article","venue":"Westcliff International Journal of Applied Research","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wycliffe College","funders":"","keywords":"Laptop; Reading (process); Process (computing); Literacy; Pedagogy; Mathematics education; Quality (philosophy); Computer science; Preference; Technology integration; Educational technology; Psychology; Multimedia; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.002522747,0.00006358615,0.0001380712,0.001395627,0.0005541537,0.0001094861,0.001018177,0.00009009846,0.0005881102],"category_scores_gemma":[0.0004044349,0.00005919471,0.00003926886,0.0007349987,0.0006211839,0.0001035244,0.0007405953,0.0009680981,0.00002230249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002676672,"about_ca_system_score_gemma":0.0004471839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001973876,"about_ca_topic_score_gemma":0.00003725298,"domain_scores_codex":[0.997398,0.00009631117,0.0002998095,0.0001580634,0.001754712,0.0002931139],"domain_scores_gemma":[0.9989765,0.0002838011,0.0001262845,0.00008003857,0.0004312321,0.0001021196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001876402,0.0001274116,0.004993913,0.000001147638,0.00004862789,0.0001214243,0.002439725,0.000004894439,0.0004393476,0.9373085,0.004215806,0.05011153],"study_design_scores_gemma":[0.0006307623,0.0001440209,0.002338929,0.00000630467,0.000002558356,0.00007170194,0.01908961,0.000004202323,0.0001632503,0.2891452,0.6883138,0.00008962951],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.788157,0.0002159606,0.00007630156,0.03262648,0.0005061596,0.0001504769,0.000005380439,0.00004253709,0.1782197],"genre_scores_gemma":[0.9975883,0.0001753657,0.0005340935,0.0001578686,0.0002645973,0.00001456809,0.00000206333,0.000007291341,0.001255814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.684098,"threshold_uncertainty_score":0.6439395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1487494955911258,"score_gpt":0.4499371439177264,"score_spread":0.3011876483266007,"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."}}