{"id":"W22451510","doi":"10.1177/1087054712438135","title":"QUESTIONNAIRE OF LEARNING, A PRACTICAL EXPERIENCE","year":2012,"lang":"en","type":"article","venue":"INTED2012 Proceedings","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Psychology; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0005417705,0.00008106955,0.0001286309,0.00009614884,0.000290832,0.00002061619,0.0001551374,0.0001244299,0.0001589282],"category_scores_gemma":[0.004962382,0.00007896668,0.0000332556,0.0004218865,0.0007186073,0.0007868117,0.00006806996,0.000244802,0.00009981386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009735362,"about_ca_system_score_gemma":0.0001011342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002392134,"about_ca_topic_score_gemma":0.00001514784,"domain_scores_codex":[0.9990253,0.0000173514,0.0001871281,0.0001351694,0.0002719553,0.0003630599],"domain_scores_gemma":[0.9991854,0.00006166471,0.0001783198,0.00005242474,0.0004182582,0.0001038955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000113052,0.0001311882,0.3802325,0.00002073458,0.00001666041,1.253428e-7,0.2810308,5.993549e-8,0.003329491,0.3166758,0.01387633,0.004675001],"study_design_scores_gemma":[0.0001094437,0.00007280928,0.05355643,0.0001133718,0.00002057017,0.00001027897,0.2589501,0.000003772528,0.01651162,0.001209354,0.669209,0.0002331713],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9389903,0.0004659408,0.00040654,0.004026279,0.0005437183,0.0001570366,2.59418e-7,0.0007434538,0.05466648],"genre_scores_gemma":[0.9945694,0.00008546277,0.001746622,0.00005192204,0.000251756,0.00007049568,1.654786e-7,0.000008338769,0.003215797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6553327,"threshold_uncertainty_score":0.5940793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04389301920621665,"score_gpt":0.417373725503405,"score_spread":0.3734807062971883,"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."}}