{"id":"W1493563448","doi":"10.19173/irrodl.v12i7.1157","title":"Emergent, self-directed, and self-organized learning: Literacy, numeracy, and the iPod Touch","year":2011,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"","keywords":"Numeracy; Literacy; Reading (process); Psychology; Narrative; Point (geometry); Mathematics education; Computer science; Pedagogy; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00109813,0.0002430001,0.0001511915,0.0004499753,0.002846566,0.005694003,0.0005139851,0.001047314,0.003412249],"category_scores_gemma":[0.002291,0.0001414242,0.0002481333,0.0003029711,0.01042359,0.004870234,0.004387299,0.002330767,0.0004781199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001495243,"about_ca_system_score_gemma":0.001010585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001900709,"about_ca_topic_score_gemma":0.003243987,"domain_scores_codex":[0.9988638,0.0006563204,0.00003646866,0.0001100203,0.0002161848,0.0001171802],"domain_scores_gemma":[0.9989574,0.0006391862,0.0001047793,0.00007128843,0.00007177825,0.0001555229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00003319815,0.0001259401,0.008450083,0.0002236054,0.000009829934,0.0027643,0.5898721,0.0002144403,0.001400985,0.3054516,0.01219588,0.07925799],"study_design_scores_gemma":[0.00001300603,0.0001775115,0.009391134,0.0005671772,0.00001399881,0.003690573,0.340317,0.0008149647,0.003222318,0.0613365,0.5804102,0.00004550151],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4012321,0.003403612,0.02180837,0.03387045,0.0005169534,0.0001214011,0.00007603662,0.0001154618,0.5388557],"genre_scores_gemma":[0.9542048,0.001452624,0.004419093,0.002036846,0.00006230369,0.00007952144,0.00002317545,0.00004641047,0.03767521],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005694003,"threshold_uncertainty_score":0.01141512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1188946072586945,"score_gpt":0.491737822907609,"score_spread":0.3728432156489145,"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."}}