{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003665472,0.0005257257,0.0005449264,0.001679688,0.0005821785,0.0009010728,0.0005967592,0.0006624199,0.0160616],"category_scores_gemma":[0.01702703,0.0001661069,0.0006807671,0.0005909284,0.0008254593,0.0007525643,0.001645348,0.001661581,0.00379761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006074242,"about_ca_system_score_gemma":0.0007530133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008147024,"about_ca_topic_score_gemma":0.001350428,"domain_scores_codex":[0.9975768,0.0009155495,0.0002934497,0.0002102726,0.0007267591,0.0002771651],"domain_scores_gemma":[0.9851237,0.006900047,0.001109886,0.001344646,0.003550993,0.001970703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002134751,0.0102719,0.3590339,0.001312184,0.0002525588,0.001638342,0.04700444,0.004032429,0.03494958,0.006247974,0.06161289,0.471509],"study_design_scores_gemma":[0.000357058,0.009040016,0.7767635,0.0002316661,0.00009725166,0.001324048,0.02545273,0.003729206,0.01452166,0.00442063,0.1637211,0.0003410804],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9358511,0.0002012964,0.008890104,0.0009843358,0.0004237809,0.002573966,0.004139214,0.0006102383,0.04632581],"genre_scores_gemma":[0.9214444,0.0003984477,0.01651168,0.0009202543,0.000166509,0.004487648,0.004087793,0.0001658907,0.05181725],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0160616,"threshold_uncertainty_score":0.05373144,"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."}}