{"id":"W1834716445","doi":"10.21432/t2qg6m","title":"Shape Shifting Smart Phones: Riding the Waves in Education / Téléphones intelligents à géométrie variable : leur mise à profit en éducation supérieure","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Information Systems Theories and Implementation","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Sociology; Ethnography; Humanities; Pedagogy; Philosophy; Anthropology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001391385,0.00006589181,0.0001118394,0.0004670655,0.0006406168,0.0001619719,0.0001601983,0.0001114481,0.0002464353],"category_scores_gemma":[0.001282566,0.00005457761,0.00001661688,0.0005691859,0.0001296984,0.0004461222,0.00001090133,0.0003114435,0.00001559574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002245913,"about_ca_system_score_gemma":0.001499165,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02462828,"about_ca_topic_score_gemma":0.01701541,"domain_scores_codex":[0.999035,0.0002062711,0.0003514037,0.0000699414,0.0001030582,0.0002343059],"domain_scores_gemma":[0.9991155,0.0001346842,0.0002995741,0.00005318825,0.000296531,0.0001005153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005043498,0.000009595708,0.6381146,0.00004000993,0.000026894,0.000002002615,0.1774828,0.0000362981,0.0002521464,0.06097628,0.001950618,0.1211037],"study_design_scores_gemma":[0.0001971889,0.00007037426,0.005956807,0.0001697233,0.00001196736,0.00004660266,0.767801,0.0002242546,0.0001793341,0.006159226,0.2190539,0.0001295968],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887139,0.0003182731,0.0001361652,0.008124762,0.0006122116,0.0002105293,6.212974e-7,0.0000129768,0.001870618],"genre_scores_gemma":[0.9987792,0.00007186151,0.000215145,0.00005414219,0.0001222637,0.00001395738,0.000003064872,0.000005954534,0.0007343743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6321578,"threshold_uncertainty_score":0.9818668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01482977733471532,"score_gpt":0.2896910544391728,"score_spread":0.2748612771044575,"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."}}