{"id":"W1572114116","doi":"10.13037/ria.vol5n1.379","title":"Student response systems: a cure for lecturalgia?","year":2010,"lang":"en","type":"article","venue":"Revista de Informática Aplicada","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Humanities; Psychology; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002439953,0.000134015,0.0002238237,0.00007311,0.0005311358,0.0004403729,0.00042273,0.0001826887,0.0001007111],"category_scores_gemma":[0.001758837,0.0001156486,0.0001212423,0.0002514942,0.0001275986,0.0002155557,0.00004864354,0.0004097954,0.00006793332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001246064,"about_ca_system_score_gemma":0.0008419416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001352992,"about_ca_topic_score_gemma":0.0001620194,"domain_scores_codex":[0.9984509,0.0001394663,0.0003282939,0.0001939877,0.0003604627,0.0005269191],"domain_scores_gemma":[0.9983443,0.000805927,0.000135245,0.0003020929,0.0001796028,0.0002328248],"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":[0.0006921712,0.0001488388,0.004625812,0.0003491141,0.0001194314,0.0000173065,0.01077961,0.00004225774,0.007632933,0.8816054,0.0271655,0.0668216],"study_design_scores_gemma":[0.0002423747,0.00007501589,0.000647406,0.00004181147,0.00002612011,0.000006516605,0.002268056,0.0001665419,0.00003862912,0.0001353742,0.9961818,0.0001703495],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974811,0.0003382544,0.001896778,0.008259391,0.0004067203,0.001429663,0.00002598763,0.0002791689,0.01255301],"genre_scores_gemma":[0.9913372,0.00006550603,0.003922073,0.0003010137,0.0007641923,0.0001447773,0.000008636282,0.00002140271,0.003435149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9690163,"threshold_uncertainty_score":0.4716011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01407163007369381,"score_gpt":0.3478450727441871,"score_spread":0.3337734426704932,"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."}}