{"id":"W1489266961","doi":"","title":"Support Services That Matter: An Exploration of the Experiences and Needs of Graduate Students in a Distance Learning Environment","year":2007,"lang":"en","type":"article","venue":"International journal of e-learning & distance education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduate students; Sociology; Humanities; Library science; Psychology; Pedagogy; Art; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001592537,0.00008455609,0.000145095,0.0002020158,0.0001315219,0.00007340263,0.000447209,0.00004182025,0.00006976574],"category_scores_gemma":[0.00009841123,0.00007123386,0.00004992272,0.0001820022,0.0001598025,0.001265443,0.00004239042,0.0002812841,0.000001331383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00013538,"about_ca_system_score_gemma":0.0002045096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001765667,"about_ca_topic_score_gemma":0.0003221906,"domain_scores_codex":[0.9980523,0.0002386737,0.0004833055,0.00009994142,0.0009890661,0.0001367088],"domain_scores_gemma":[0.9985079,0.00009841241,0.001040323,0.00006776645,0.0002289765,0.00005661209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008576977,0.00022404,0.8337782,0.00001458586,0.00001802673,0.00000119829,0.150335,0.000790494,0.0003690062,0.001710167,0.000007967999,0.01266553],"study_design_scores_gemma":[0.0003056821,0.0001230973,0.3143192,0.0003374198,0.00001559515,0.000004330679,0.6608778,0.00004289876,0.0008587564,0.000415702,0.02259557,0.0001039832],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944473,0.0001672366,0.00334444,0.0007600643,0.000641799,0.0000832588,6.662777e-7,0.000003941137,0.0005513218],"genre_scores_gemma":[0.9985607,0.0003543647,0.000422329,0.00003021272,0.0001947669,0.000004130422,0.000005863401,0.000007405095,0.0004202858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5194591,"threshold_uncertainty_score":0.2904832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02830767054509331,"score_gpt":0.3574181212752768,"score_spread":0.3291104507301835,"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."}}