{"id":"W2485347458","doi":"10.22329/celt.v9i0.4402","title":"Original Undergraduate Research in Classroom Contexts: Student Perceptions of a Scaffolded Approach","year":2016,"lang":"en","type":"article","venue":"Collected Essays on Learning and Teaching","topic":"Educational Strategies and Epistemologies","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Class (philosophy); Context (archaeology); Mathematics education; Psychology; Perception; Pedagogy; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001367855,0.0001272037,0.0002284803,0.0003663243,0.000466888,0.00005186865,0.0001553644,0.0001122423,0.0001009325],"category_scores_gemma":[0.0002376174,0.0000913085,0.00003978064,0.0002696524,0.0002114918,0.00005824857,0.00005044886,0.0006953519,0.0000307624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001402077,"about_ca_system_score_gemma":0.00008805772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005264552,"about_ca_topic_score_gemma":0.00006054895,"domain_scores_codex":[0.9973832,0.001354702,0.0002702291,0.0003685996,0.0002563799,0.0003668726],"domain_scores_gemma":[0.9983858,0.001214104,0.00008789332,0.0001632237,0.00008462031,0.00006429418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000278712,0.0008679302,0.5084764,0.00004680493,0.00009868342,0.00001192167,0.007622748,0.0001229031,0.001253523,0.4652725,0.002760672,0.01318719],"study_design_scores_gemma":[0.003388838,0.001345915,0.9108785,0.0006336762,0.00002295703,0.00004838069,0.06352188,0.0001234207,0.00001463147,0.0132533,0.006374523,0.0003939972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8521575,0.0001551795,0.0003665126,0.001743126,0.0001176159,0.0001781336,0.000002622044,0.0000521046,0.1452272],"genre_scores_gemma":[0.985809,0.00006048779,0.0003264313,0.00001299683,0.0000661446,0.00007905727,0.000005994673,0.00001632903,0.01362358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4520192,"threshold_uncertainty_score":0.3723453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05532099702397367,"score_gpt":0.4094744635981441,"score_spread":0.3541534665741704,"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."}}