{"id":"W7070967184","doi":"","title":"Redefining services to distance learners: what’s in a name?","year":2007,"lang":"en","type":"article","venue":"Insight (University of Cumbria)","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Population; Work (physics); Filter (signal processing); Subject (documents); Frame (networking); Term (time)","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":[],"consensus_categories":[],"category_scores_codex":[0.000679117,0.00006844587,0.0001580227,0.0001891673,0.0002531207,0.0000478295,0.0003082951,0.00009215002,0.0001201472],"category_scores_gemma":[0.00004885603,0.00009233328,0.0000437559,0.0007476463,0.00008567799,0.0008995233,0.00007153826,0.0001585922,0.00005760711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009689391,"about_ca_system_score_gemma":0.0001467325,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004676536,"about_ca_topic_score_gemma":0.08349178,"domain_scores_codex":[0.9990323,0.00008075162,0.0001037286,0.0002019474,0.0002959062,0.000285377],"domain_scores_gemma":[0.9994842,0.00009891683,0.00008735113,0.0001242283,0.00008666246,0.0001185923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004331698,0.0002478633,0.06942554,0.0001144207,0.00005193854,0.0004362863,0.3909199,0.0004677763,0.001620224,0.1324811,0.0005367642,0.403265],"study_design_scores_gemma":[0.0004018983,0.00005253953,0.01210877,0.0002615213,0.000009761738,5.281903e-7,0.2960202,0.00008380689,0.00003398626,0.0005452958,0.690303,0.0001786905],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9211534,0.00035179,0.0009249201,0.002790543,0.0002175716,0.0001030689,0.000001019414,0.00005229026,0.07440545],"genre_scores_gemma":[0.99365,0.0001750938,0.003777139,0.00008511043,0.00007880374,5.832822e-8,0.000002067294,0.000005579162,0.002226135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6897662,"threshold_uncertainty_score":0.9332321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01983996711793055,"score_gpt":0.2728080481183949,"score_spread":0.2529680810004643,"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."}}