{"id":"W2115886416","doi":"10.1080/03075079.2011.643298","title":"A new approach to modelling student retention through an application of complexity thinking","year":2012,"lang":"en","type":"article","venue":"Studies in Higher Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Island University","funders":"","keywords":"Mathematics education; Higher education; Interdependence; Systems thinking; Logical reasoning; Psychology; Critical thinking; Pedagogy; Computer science; Sociology; Social science; Artificial intelligence","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":[0.008670028,0.001541545,0.0008891574,0.00474316,0.001480295,0.005405749,0.002764274,0.002094304,0.007003397],"category_scores_gemma":[0.0363066,0.0004933846,0.002869326,0.005894909,0.004125765,0.006937255,0.004030336,0.003478614,0.0006616823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003083475,"about_ca_system_score_gemma":0.002949944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01083471,"about_ca_topic_score_gemma":0.007880378,"domain_scores_codex":[0.9921679,0.005229122,0.0004240904,0.0006287066,0.001193514,0.0003566341],"domain_scores_gemma":[0.9684215,0.02493256,0.002246492,0.002625488,0.001382178,0.0003918893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002926254,0.0007466453,0.08645985,0.0006183487,0.0006053938,0.0006259593,0.03793425,0.1510196,0.002138214,0.5903008,0.003203199,0.1260553],"study_design_scores_gemma":[0.00008580674,0.00101774,0.0205686,0.0003865093,0.0002767893,0.0005580318,0.007339314,0.53967,0.00121645,0.4021277,0.02650945,0.000243529],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09972958,0.0002915924,0.8692554,0.00162311,0.0001466597,0.0006620028,0.0004726192,0.0004560774,0.02736301],"genre_scores_gemma":[0.7067966,0.0003751935,0.2844165,0.0002136188,0.0001025359,0.001729645,0.0003106545,0.0002153001,0.005840018],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01083471,"threshold_uncertainty_score":0.04585207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6128380101705398,"score_gpt":0.5648098395973998,"score_spread":0.04802817057314002,"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."}}