{"id":"W4282050014","doi":"10.29173/isotl598","title":"Student Engagement in Concept Mapping","year":2022,"lang":"en","type":"article","venue":"Imagining SoTL","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge; Red Deer Polytechnic","funders":"","keywords":"Student engagement; Concept map; Psychology; Critical thinking; Process (computing); Health care; Qualitative research; Medical education; Mathematics education; Pedagogy; Sociology; Medicine; Computer science; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01616361,0.0004598195,0.0005899706,0.001397895,0.002547745,0.008120526,0.001203445,0.001140195,0.005581233],"category_scores_gemma":[0.06845243,0.000269351,0.0007715527,0.0009667156,0.003029109,0.003463249,0.008340735,0.002410181,0.001166442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00154915,"about_ca_system_score_gemma":0.002680677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002744968,"about_ca_topic_score_gemma":0.0003481275,"domain_scores_codex":[0.9794734,0.01483297,0.0005191496,0.001121392,0.002824796,0.001228239],"domain_scores_gemma":[0.9616089,0.02756239,0.002118479,0.002347626,0.003536151,0.002826335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002827334,0.001585645,0.0370746,0.00052758,0.00006234079,0.0005943851,0.7198714,0.001009677,0.008515383,0.01517906,0.003324861,0.2119723],"study_design_scores_gemma":[0.0001675841,0.003254788,0.05249369,0.000895889,0.0001512255,0.002617421,0.6722675,0.01127309,0.02480675,0.07112098,0.1606154,0.0003356563],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9502309,0.0002645429,0.02319268,0.00191262,0.0001187982,0.0004182179,0.0000565272,0.0001378885,0.02366788],"genre_scores_gemma":[0.9878572,0.0001894219,0.006699792,0.0002827041,0.00002298176,0.0002994925,0.00005230572,0.00003994189,0.004556108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01616361,"threshold_uncertainty_score":0.08548242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05477047233211007,"score_gpt":0.3844307343069522,"score_spread":0.3296602619748421,"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."}}