{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014964,0.00004681138,0.00006796071,0.000073998,0.0006522388,0.00006535108,0.0002246109,0.000009516039,0.002449987],"category_scores_gemma":[0.000124226,0.00005671851,0.00002032819,0.0002744914,0.00008500591,0.00006182822,0.0001275148,0.0002392102,0.00003361018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003201003,"about_ca_system_score_gemma":0.0002288164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003887945,"about_ca_topic_score_gemma":0.0000436695,"domain_scores_codex":[0.9986845,0.0003480036,0.0001451734,0.0001467484,0.0004394816,0.000236089],"domain_scores_gemma":[0.9997053,0.0001146046,0.0000260401,0.00007539774,0.00002375015,0.00005487977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001888993,0.0001752515,0.04681642,0.000002886893,0.000009077144,0.00001810001,0.6638304,0.00006270812,0.00002422054,0.2690044,0.005132393,0.01492223],"study_design_scores_gemma":[0.000175262,0.000009572792,0.01467976,0.000009377571,0.000001513495,3.819901e-7,0.2338901,0.000011157,0.00001105522,0.00353585,0.7475794,0.00009664331],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4679496,0.0006671127,0.0007824066,0.176441,0.005189117,0.0006487603,0.000004541184,0.0003781955,0.3479392],"genre_scores_gemma":[0.9928604,0.000007393867,0.001632749,0.002939551,0.00008421698,0.00008201181,0.000003109989,0.000005551476,0.002384998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.742447,"threshold_uncertainty_score":0.9984619,"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."}}