{"id":"W1567297997","doi":"10.19173/irrodl.v15i2.1604","title":"An elaborated model of student support to allow for gender considerations in Asian distance education","year":2014,"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":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Distance education; China; Psychology; Quality (philosophy); Perspective (graphical); Perception; Higher education; Mathematics education; Pedagogy; Computer science; Political science","routes":{"ca_aff":false,"ca_fund":true,"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":[0.001746444,0.000437978,0.0001595184,0.0009664251,0.0009190943,0.00312384,0.001258333,0.001063766,0.004321178],"category_scores_gemma":[0.002436468,0.0001661544,0.0005604236,0.001064049,0.001878543,0.002884299,0.001898182,0.001273068,0.0006521919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002268946,"about_ca_system_score_gemma":0.003280441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005348661,"about_ca_topic_score_gemma":0.004728822,"domain_scores_codex":[0.9988201,0.0006304902,0.00007759273,0.000134894,0.0002268836,0.0001100565],"domain_scores_gemma":[0.9989422,0.0004727916,0.000117764,0.00007493755,0.0002418151,0.0001505094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001540505,0.0004639671,0.03109544,0.0004150126,0.00005689869,0.001154936,0.07629694,0.01697296,0.002705476,0.7643476,0.003628806,0.102708],"study_design_scores_gemma":[0.0001513616,0.001236936,0.04336616,0.001299458,0.0002627523,0.00164921,0.1143729,0.2261558,0.00429146,0.4364929,0.1705388,0.0001822351],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5021643,0.0007927865,0.2296479,0.01526741,0.0001998433,0.00101316,0.000653914,0.0003319394,0.2499287],"genre_scores_gemma":[0.966454,0.0002593436,0.02563451,0.0001916185,0.00000934964,0.0003131355,0.0001121847,0.00001048789,0.007015388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005348661,"threshold_uncertainty_score":0.01646239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1378043455068238,"score_gpt":0.530136417555412,"score_spread":0.3923320720485882,"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."}}