{"id":"W4398521197","doi":"10.7910/dvn/31t9zw","title":"Learning Analytics and xAPI","year":2019,"lang":"en","type":"dataset","venue":"Harvard Dataverse","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Analytics; Computer science; Data science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002730218,0.001563512,0.0007503101,0.005582599,0.0009943382,0.002878612,0.001664256,0.0012395,0.02281911],"category_scores_gemma":[0.01866349,0.0004342172,0.001288207,0.007919841,0.0005423271,0.002414555,0.002926445,0.002605853,0.03406547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001841267,"about_ca_system_score_gemma":0.002585534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01762293,"about_ca_topic_score_gemma":0.02795688,"domain_scores_codex":[0.9972039,0.0004664193,0.0004321328,0.000648676,0.0008936546,0.0003552059],"domain_scores_gemma":[0.9940295,0.001826586,0.0005201907,0.001597887,0.00164495,0.0003808734],"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":[0.0001683756,0.0000586692,0.009293201,0.0006233614,0.00005899821,0.00003035861,0.00004112577,0.0006520146,0.0002285869,0.002307978,0.9695933,0.01694394],"study_design_scores_gemma":[0.000163181,0.00007376365,0.02247443,0.0005959983,0.00005361264,0.0002013211,0.0002157602,0.002110822,0.0009057148,0.007306378,0.9658499,0.00004912486],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001520688,0.0007071779,0.0006445474,0.001064512,0.0001797133,0.0000535632,0.9922187,0.000783906,0.002827142],"genre_scores_gemma":[0.003501902,0.0002858548,0.001230392,0.0002230326,0.000039542,0.0001388333,0.9932235,0.00006843088,0.001288424],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.02281911,"threshold_uncertainty_score":0.07633752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01696000610109046,"score_gpt":0.2585810790145026,"score_spread":0.2416210729134121,"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."}}