{"id":"W2091951212","doi":"10.1016/j.nepr.2006.01.001","title":"Concept mapping: A strategy for teaching and evaluation in nursing education","year":2006,"lang":"en","type":"article","venue":"Nurse Education in Practice","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":108,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Scope (computer science); Critical thinking; Concept map; Metacognition; Nurse education; Nursing; Psychology; Medicine; Pedagogy; Computer science; Mathematics education; Cognition","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":[],"consensus_categories":[],"category_scores_codex":[0.003380505,0.00008240377,0.00008899411,0.0002197446,0.0003326971,0.0001576762,0.00008059575,0.0000913219,0.00006228847],"category_scores_gemma":[0.003379098,0.0001002949,0.00001461969,0.0002757293,0.0001356787,0.0007688706,0.000002801008,0.0002328741,0.000006609648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008030411,"about_ca_system_score_gemma":0.004962092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002926225,"about_ca_topic_score_gemma":0.0004246287,"domain_scores_codex":[0.9981304,0.000794758,0.0003040497,0.0002482096,0.0003119292,0.0002106157],"domain_scores_gemma":[0.9985484,0.0008132736,0.0001305551,0.00009407931,0.0003514322,0.00006222454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009170672,0.001232034,0.001853396,0.000007877278,0.000001521262,4.114245e-8,0.05333611,0.00002558515,0.00001463413,0.5813316,0.005287637,0.3569005],"study_design_scores_gemma":[0.0004274207,0.0000196846,0.03997647,0.0003346113,0.00002999161,0.000003769775,0.6063531,0.0002450221,0.00001247433,0.1971212,0.1552765,0.0001997755],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3541627,0.001253536,0.0009273877,0.07499933,0.003643078,0.001848527,0.000001200318,0.00005174426,0.5631126],"genre_scores_gemma":[0.9757761,0.00002211706,0.01937473,0.0009874569,0.0005435237,0.0003691545,0.00004650843,0.000009471418,0.002870979],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6216134,"threshold_uncertainty_score":0.8802538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04759794251299659,"score_gpt":0.4696104435614406,"score_spread":0.422012501048444,"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."}}