{"id":"W1579022355","doi":"","title":"Sociodemographic Characteristics of Learners and Participation in Computer Conferencing","year":2000,"lang":"fr","type":"article","venue":"","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Residence; Sociology; Political science; Humanities; Geography; Demography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001434219,0.00006940884,0.0001300896,0.00002179304,0.00006801465,0.00002382286,0.00004307469,0.00005532576,0.003716925],"category_scores_gemma":[0.00001628416,0.00003651172,0.00002090213,0.0003386934,0.0002306347,0.0001056176,0.00002000721,0.00006102314,0.00003212667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000137501,"about_ca_system_score_gemma":0.00001220945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008349137,"about_ca_topic_score_gemma":0.0002819668,"domain_scores_codex":[0.9993857,0.00004633907,0.0002330236,0.0001258918,0.00007837324,0.0001306865],"domain_scores_gemma":[0.9996932,0.0001252893,0.00005569179,0.0000192914,0.00008112787,0.00002540919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006069189,0.0001728634,0.5248485,0.00001789585,0.00001519994,4.228771e-7,0.0008544828,0.00002159249,0.000276532,0.02990637,0.0004243949,0.4434556],"study_design_scores_gemma":[0.00007123696,0.0000733351,0.9944862,0.00004466633,0.000009367633,5.478183e-7,0.0007591769,0.001198679,0.00002181763,0.0008072793,0.002451401,0.00007630094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873231,0.0002360908,0.000008476405,0.009982648,0.0001789109,0.00007355695,0.00001691937,0.000006692928,0.002173621],"genre_scores_gemma":[0.9951033,0.0005913999,0.0003592822,0.0002194026,0.0001192279,0.000003982389,0.00002151483,4.235109e-7,0.003581451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4696377,"threshold_uncertainty_score":0.9971938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04342236352898905,"score_gpt":0.2717838900793161,"score_spread":0.2283615265503271,"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."}}