{"id":"W2809517555","doi":"10.26443/ijwpc.v5i2.184","title":"Transformation: Bottom Up, Top Down or Both?","year":2018,"lang":"en","type":"article","venue":"International Journal of Whole Person Care","topic":"Ego Development and Educational Practices","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Top-down and bottom-up design; Transformation (genetics); Computer science; Chemistry; Programming language","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":[0.006802398,0.0003676004,0.000618015,0.0007977178,0.002882588,0.00285502,0.0009605648,0.002074858,0.09998944],"category_scores_gemma":[0.0322652,0.0001752083,0.0005445443,0.001278649,0.001390574,0.003177422,0.003585154,0.001357632,0.01847537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001903564,"about_ca_system_score_gemma":0.0077204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009737208,"about_ca_topic_score_gemma":0.02595736,"domain_scores_codex":[0.9942799,0.002097041,0.0006183006,0.0004691801,0.001396416,0.001139131],"domain_scores_gemma":[0.9861486,0.003218153,0.001366919,0.002253592,0.005037623,0.001975145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001563284,0.0001851831,0.01166522,0.00196554,0.00008543925,0.0006973046,0.00160146,0.000145655,0.0008994186,0.0267221,0.4691558,0.4853136],"study_design_scores_gemma":[0.000195914,0.0002477211,0.01596946,0.006996589,0.0000724226,0.00182401,0.006384428,0.0002952607,0.001215904,0.01522561,0.951519,0.00005382324],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03712887,0.02218585,0.008642019,0.119995,0.02805728,0.001038337,0.003765774,0.0007767892,0.77841],"genre_scores_gemma":[0.6185382,0.02689685,0.006755692,0.102933,0.004550496,0.003142688,0.003001301,0.0005558278,0.2336259],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09998944,"threshold_uncertainty_score":0.334498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04866228484951738,"score_gpt":0.384478251240418,"score_spread":0.3358159663909006,"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."}}