{"id":"W6904168683","doi":"10.13541/j.cnki.chinade.2015.04.002","title":"Beyond free: open learning in a networked world","year":2014,"lang":"en","type":"article","venue":"NPARC","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Open learning; Massive open online course; Key (lock); Networked learning; Context (archaeology); Active learning (machine learning)","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":[0.0008458658,0.00007929445,0.0001274333,0.0001131947,0.0001401507,0.0004997487,0.001683584,0.00002709846,0.0004811339],"category_scores_gemma":[0.0001782152,0.00007891735,0.00002107715,0.0006255814,0.0000171703,0.0005022079,0.0008149511,0.0003250108,0.0002746835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003100782,"about_ca_system_score_gemma":0.00006317481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006124182,"about_ca_topic_score_gemma":0.0002013002,"domain_scores_codex":[0.998964,0.0002131043,0.0001537157,0.0002732862,0.0001390227,0.0002568343],"domain_scores_gemma":[0.9993216,0.0001244707,0.00006422473,0.0003757995,0.00002806944,0.00008585171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001091633,0.0001031338,0.02793977,0.000008755347,0.000007875998,0.000004936932,0.003505886,0.004857196,0.0006283274,0.6449395,0.05599218,0.2620015],"study_design_scores_gemma":[0.001089081,0.00009946321,0.02941317,0.00007016602,0.000002820686,0.000005316047,0.0004541028,0.2625608,0.0001559066,0.06334242,0.6424372,0.0003694735],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01375132,0.000009628988,0.01124012,0.006818165,0.000438479,0.0001374129,4.880156e-8,0.00009946692,0.9675053],"genre_scores_gemma":[0.9380332,0.000002870426,0.03648145,0.001007602,0.0001204252,0.00001976033,0.000001785199,0.000008388794,0.02432451],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9431809,"threshold_uncertainty_score":0.5268079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01731908115975108,"score_gpt":0.2722260827964448,"score_spread":0.2549070016366937,"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."}}