{"id":"W2782031838","doi":"10.18538/lthe.v14.n2.275","title":"Inquiry-based learning: Emirati university students choose WhatsApp for collaboration","year":2017,"lang":"en","type":"article","venue":"Learning and Teaching in Higher Education Gulf Perspectives","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Class (philosophy); Focus group; Autonomy; Flexibility (engineering); Community of inquiry; Collaborative learning; Project-based learning; Computer science; Psychology; Inquiry-based learning; Mathematics education; Medical education; Cognition; Sociology; Medicine","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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0009253291,0.0001998998,0.0001983697,0.0003177321,0.001829784,0.001204481,0.0007563082,0.0001267288,0.00002565601],"category_scores_gemma":[0.0008372548,0.0002304051,0.00004859989,0.0001434992,0.0001293029,0.001192439,0.0001419371,0.0007154348,0.000008290845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003768039,"about_ca_system_score_gemma":0.0003378972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000116589,"about_ca_topic_score_gemma":0.00001983167,"domain_scores_codex":[0.998055,0.0005127148,0.0001978637,0.0006962194,0.0002706456,0.0002675299],"domain_scores_gemma":[0.9985412,0.0002815602,0.0004097653,0.0004721836,0.0001919495,0.0001033777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000544341,0.0008550643,0.7599757,0.00006343975,0.00003480382,0.000001755334,0.08818984,0.007846662,0.0002468899,0.1123338,0.0005727489,0.02982488],"study_design_scores_gemma":[0.001366197,0.0002604375,0.7967031,0.0001796792,0.00002194807,0.000002376865,0.04169519,0.007216775,0.00003294792,0.001073379,0.1509627,0.0004852432],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9432777,0.0003502264,0.03818122,0.01048311,0.002245999,0.0007126171,0.000001019218,0.0003305317,0.004417652],"genre_scores_gemma":[0.9696561,0.00002380715,0.01687772,0.00005406465,0.0003609681,0.00005164519,0.00001745117,0.00002163496,0.01293667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.15039,"threshold_uncertainty_score":0.9998324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02631518843942378,"score_gpt":0.3454365065932663,"score_spread":0.3191213181538425,"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."}}