{"id":"W6996423362","doi":"","title":"Screen-free learning for success in the digital age: A case study of developmentally appropriate technology use at","year":2022,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Education Methods and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Developmentally Appropriate Practice; Media literacy; Psychological intervention; Literacy; Best practice; Information and Communications Technology; Digital literacy; Educational technology; Technology integration","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002217766,0.00071643,0.0006382606,0.001518969,0.0114108,0.003704821,0.001578031,0.003243994,0.003382687],"category_scores_gemma":[0.005395074,0.0005055592,0.0006687552,0.001333253,0.004707874,0.002315648,0.003859911,0.003716804,0.000734819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003885019,"about_ca_system_score_gemma":0.003247948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01639291,"about_ca_topic_score_gemma":0.05516837,"domain_scores_codex":[0.9981312,0.0008962001,0.00008594487,0.0001744331,0.0002567105,0.0004556424],"domain_scores_gemma":[0.9977114,0.0009641088,0.0002210772,0.0001229464,0.0001192327,0.0008612993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001060004,0.002756569,0.03279965,0.0002099085,0.00002436455,0.1413777,0.7667347,0.0002722401,0.001919666,0.01088646,0.003448496,0.03946424],"study_design_scores_gemma":[0.00004211573,0.00100961,0.02917435,0.0003204309,0.00005562612,0.08412784,0.8341557,0.0006277604,0.002127882,0.002936654,0.04534322,0.00007878954],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988277,0.0004076352,0.000759966,0.002041823,0.0000301695,0.0001149961,0.00004999372,0.00001851555,0.008299798],"genre_scores_gemma":[0.9885375,0.00120224,0.001682787,0.0004805637,0.00001937977,0.00009804947,0.000030275,0.00002376965,0.007925386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01639291,"threshold_uncertainty_score":0.03259498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08291914783194933,"score_gpt":0.4023205390911203,"score_spread":0.3194013912591709,"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."}}