{"id":"W7048157486","doi":"","title":"LAK 2017: International Conference on Learning Analytics & Knowledge (7º. 2017. Vancouver, Canada)","year":2017,"lang":"es","type":"article","venue":"UVaDOC UVaDOC University of Valladolid Documentary Repository (University of Valladolid)","topic":"Lightning and Electromagnetic Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Horizon 2020 Framework Programme","keywords":"Analytics; Reflection (computer programming); Feature (linguistics); Key (lock); Knowledge extraction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.007562121,0.002174753,0.003621897,0.00719961,0.003078191,0.01812054,0.003829466,0.002567171,0.1117077],"category_scores_gemma":[0.009621032,0.0009473803,0.00169018,0.007938471,0.003038391,0.009788048,0.008747757,0.004737006,0.08131038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007806576,"about_ca_system_score_gemma":0.02551084,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1447203,"about_ca_topic_score_gemma":0.1848174,"domain_scores_codex":[0.9958572,0.00064067,0.0002785221,0.0005509396,0.001926214,0.0007465124],"domain_scores_gemma":[0.9867309,0.002135274,0.000300309,0.002396002,0.005496656,0.002940945],"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":[0.0001966807,0.0001641766,0.0007566504,0.0005955392,0.00004906661,0.00007481237,0.0002609355,0.0007246978,0.001127301,0.008714127,0.7486377,0.2386983],"study_design_scores_gemma":[0.00002354431,0.00003539867,0.001856985,0.0006284722,0.00003226146,0.00007222403,0.0007922729,0.002703371,0.001158931,0.0122763,0.980381,0.00003935041],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02491908,0.15496,0.2084317,0.06350216,0.05310969,0.001553966,0.07475706,0.05113024,0.3676361],"genre_scores_gemma":[0.0414305,0.0694156,0.06812413,0.002495145,0.003097893,0.0006421276,0.1183335,0.006425899,0.6900351],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8552797,"threshold_uncertainty_score":0.3736997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01637674929232172,"score_gpt":0.2247894135809611,"score_spread":0.2084126642886394,"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."}}