{"id":"W2105381573","doi":"","title":"Personal digital assistants in the classroom--and beyond: a collaborative initiative of the College of New Caledonia, British Columbia and the University of Saskatchewan.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Census; Economic shortage; Population; Geography; Health care; Socioeconomics; Economic growth; Sociology; Demography; Government (linguistics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009270451,0.00004391697,0.0001638779,0.00001388387,0.0005937992,0.00003189345,0.0002942403,0.00004242958,0.00001452847],"category_scores_gemma":[0.0002257055,0.00003786404,0.0000366065,0.0004886424,0.001349097,0.0001049404,0.0001099951,0.0001825057,8.705049e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003810529,"about_ca_system_score_gemma":0.0003187875,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08625765,"about_ca_topic_score_gemma":0.4698389,"domain_scores_codex":[0.9984718,0.0008929934,0.0001225836,0.00008062706,0.0002988081,0.0001331624],"domain_scores_gemma":[0.9988905,0.0007019475,0.0001558101,0.0001019869,0.00011327,0.00003649584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001450965,0.0001448352,0.2650843,0.00001969631,0.00008948384,0.000007963125,0.71987,0.000001767991,8.984388e-7,0.0004357138,0.003307197,0.01089305],"study_design_scores_gemma":[0.0007793084,0.00001280222,0.570811,0.00001144129,0.0000143473,0.000001312953,0.4263177,0.000003872581,0.000001281912,0.000285686,0.001732553,0.00002869936],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856755,0.000221282,0.000001747443,0.001402663,0.00002222034,0.0005092288,0.0001798315,0.000003869606,0.01198367],"genre_scores_gemma":[0.9980122,0.0001255235,0.00001338102,0.00009864592,0.000009290006,0.000008476351,0.00000101568,0.000002491566,0.001728995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3835812,"threshold_uncertainty_score":0.919827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02090290287053557,"score_gpt":0.2040182346170093,"score_spread":0.1831153317464737,"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."}}