{"id":"W2186195895","doi":"","title":"Re-vitalizing the First Year Class through Student Engagement and Discovery Learning","year":2010,"lang":"en","type":"article","venue":"The Journal of Effective Teaching","topic":"Innovative Teaching Methodologies in Social Sciences","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Allison University","funders":"","keywords":"Workbook; Internship; Class (philosophy); Social studies; Relevance (law); Mathematics education; Sociology; Pedagogy; Psychology; Computer science; Medical education; Political science","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":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.05846299,0.0001399378,0.0002357471,0.00005156467,0.005172238,0.0003369823,0.0009048994,0.00007560453,0.00001475084],"category_scores_gemma":[0.01226704,0.0000724254,0.00009514208,0.0002496371,0.001291285,0.0008451605,0.0003386675,0.003147338,0.000002110379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001759696,"about_ca_system_score_gemma":0.00007189986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006961516,"about_ca_topic_score_gemma":0.0009096079,"domain_scores_codex":[0.9899399,0.008493443,0.0003163025,0.0001417739,0.0007695017,0.0003390373],"domain_scores_gemma":[0.988451,0.01064095,0.0005869011,0.0001605485,0.000121497,0.00003909273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006965384,0.00007145585,0.08042335,0.00001041886,0.000151411,0.000006165461,0.7053367,0.0002211795,0.003156766,0.1889339,0.0007972606,0.02082177],"study_design_scores_gemma":[0.0005732282,0.0005566103,0.1478417,0.0001621496,0.0001625568,0.00001498705,0.7012661,0.00002603877,0.0004031092,0.03474992,0.1138987,0.0003449088],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9459625,0.0001463295,0.009831265,0.00715281,0.001574379,0.0003712591,4.365285e-7,0.00003142055,0.03492964],"genre_scores_gemma":[0.995571,0.00007815393,0.002840245,0.0003359051,0.001026528,0.000005134163,7.46622e-8,0.00001141249,0.0001315298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.154184,"threshold_uncertainty_score":0.9991524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06254600178416453,"score_gpt":0.4190164390617638,"score_spread":0.3564704372775993,"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."}}