{"id":"W4386777584","doi":"10.1017/s1049096523000574","title":"Applying Active Learning in Undergraduate Research Methods","year":2023,"lang":"en","type":"article","venue":"PS Political Science & Politics","topic":"Innovative Teaching Methodologies in Social Sciences","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University","keywords":"Active learning (machine learning); Mathematics education; Reading comprehension; Comprehension; Computer science; Complement (music); Reading (process); Psychology; Artificial intelligence; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1141548,0.001019611,0.0007137032,0.003315388,0.00185066,0.00877246,0.002921175,0.001829099,0.007163243],"category_scores_gemma":[0.128738,0.0008612633,0.0008421041,0.001826063,0.004177276,0.003884897,0.008848806,0.00290613,0.001649047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003255642,"about_ca_system_score_gemma":0.005661634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002894613,"about_ca_topic_score_gemma":0.0004438607,"domain_scores_codex":[0.8623862,0.1166103,0.004813153,0.004829665,0.009796935,0.001563741],"domain_scores_gemma":[0.8003274,0.1597935,0.00596289,0.01900841,0.01137018,0.003537639],"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":[0.0002054303,0.001751753,0.007630485,0.001853468,0.00006397309,0.0001455368,0.02091685,0.001577114,0.003816447,0.07831285,0.00262493,0.8811013],"study_design_scores_gemma":[0.001306922,0.008152827,0.02180222,0.01428628,0.0002767818,0.002083406,0.03004456,0.02530925,0.03665237,0.4107488,0.4490057,0.0003308227],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04899088,0.001569666,0.8922915,0.002732158,0.0005353122,0.007600043,0.0001034908,0.000635669,0.04554126],"genre_scores_gemma":[0.2425974,0.0009478224,0.7365529,0.001006035,0.0002337951,0.01237356,0.000114835,0.0001786013,0.005995117],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1141548,"threshold_uncertainty_score":0.6037156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4294050871089675,"score_gpt":0.6294501857994377,"score_spread":0.2000450986904702,"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."}}