{"id":"W2109796714","doi":"10.19173/irrodl.v1i1.8","title":"Book Review - Distance Learners in Higher Education: Institutional responses for quality outcomes.","year":2000,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Mathematics education; Distance education; Psychology; Computer science; Sociology; Epistemology; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005699491,0.0004579657,0.001501682,0.002683797,0.000491623,0.002327672,0.001371367,0.002485007,0.01451668],"category_scores_gemma":[0.04281809,0.0002917172,0.000660898,0.004188942,0.0007604104,0.002140223,0.0008985591,0.001989188,0.003856276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0028355,"about_ca_system_score_gemma":0.004664199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003829537,"about_ca_topic_score_gemma":0.01472457,"domain_scores_codex":[0.9918013,0.002392081,0.0007764003,0.0003063435,0.004521023,0.0002027769],"domain_scores_gemma":[0.9320562,0.03779041,0.004703867,0.0007412769,0.02343519,0.001273039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003862146,0.00001924257,0.0001982667,0.003737073,0.00004302852,0.00003043065,0.00005608093,0.00004240488,0.0001347737,0.0008717058,0.9090681,0.0857603],"study_design_scores_gemma":[0.00004687077,0.0002142088,0.004447153,0.01147757,0.0002151775,0.0004956854,0.0002929915,0.0001087452,0.0004207955,0.001276964,0.9809768,0.00002709807],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001108217,0.8844866,0.0004977114,0.06015252,0.02836626,0.0002930507,0.0005636475,0.00007556876,0.02445644],"genre_scores_gemma":[0.01909779,0.8259966,0.00126296,0.0668456,0.02714058,0.0005862541,0.001670059,0.0001354651,0.05726469],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01451668,"threshold_uncertainty_score":0.04856312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1701482116353933,"score_gpt":0.5395292200838424,"score_spread":0.3693810084484491,"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."}}