{"id":"W4306958620","doi":"10.1016/j.nedt.2022.105614","title":"Should the concepts chosen to guide concept-based curricula be threshold concepts?","year":2022,"lang":"en","type":"article","venue":"Nurse Education Today","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Curriculum; Transformative learning; Mainstream; Conversation; Identification (biology); Computer science; Engineering ethics; Identity (music); Mathematics education; Psychology; Pedagogy; Engineering; Political science; Communication","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02157044,0.000726247,0.0006760371,0.002903588,0.002667071,0.00892806,0.002183755,0.002790105,0.003812253],"category_scores_gemma":[0.04614133,0.0004662003,0.0005863092,0.001958747,0.02436958,0.01329138,0.00383722,0.006968912,0.001713977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00690618,"about_ca_system_score_gemma":0.01304191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002468902,"about_ca_topic_score_gemma":0.002818153,"domain_scores_codex":[0.9887617,0.006832905,0.0007764173,0.0006521257,0.002455413,0.0005213317],"domain_scores_gemma":[0.9732045,0.01497065,0.002755419,0.001415073,0.005166732,0.002487541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002576505,0.00008454086,0.0008799486,0.000547413,0.000009414075,0.00007874613,0.01273775,0.0003557366,0.000417351,0.9182307,0.004946583,0.06168626],"study_design_scores_gemma":[0.00005941805,0.0001164259,0.001032284,0.001804155,0.00001805386,0.0002684189,0.01314362,0.001514966,0.0008225207,0.7955248,0.1856282,0.0000672272],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05915489,0.01815082,0.6131552,0.1059821,0.006083902,0.001514326,0.000148612,0.000612477,0.1951976],"genre_scores_gemma":[0.4837011,0.006528765,0.4826634,0.0127225,0.0006921079,0.002392737,0.0001274326,0.0002397284,0.01093221],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02157044,"threshold_uncertainty_score":0.1140768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04359304058479228,"score_gpt":0.4178322592820121,"score_spread":0.3742392186972198,"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."}}