{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000260436,0.0001134482,0.0001335504,0.000241704,0.00009407839,0.0001191003,0.000460246,0.0000815827,0.008713221],"category_scores_gemma":[0.00008922691,0.0000890423,0.0001121231,0.000114355,0.00007327361,0.0006575643,0.00001311642,0.0002528982,0.0006285857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001517565,"about_ca_system_score_gemma":0.0002756777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004080126,"about_ca_topic_score_gemma":0.0000306892,"domain_scores_codex":[0.9987163,0.00005752836,0.0003728993,0.000123388,0.0005745957,0.0001552816],"domain_scores_gemma":[0.9981794,0.0001150206,0.0003220915,0.00009374089,0.001197432,0.00009229748],"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":[0.002617149,0.0002618246,0.01772968,0.00003089427,0.001226992,0.0002220597,0.4011119,0.000007509282,0.001070308,0.005621389,0.3121304,0.2579699],"study_design_scores_gemma":[0.001827455,0.0003957149,0.03744161,0.0001094708,0.00005435828,0.0009441862,0.1585664,0.00001096337,0.0007514419,0.0001589384,0.7995132,0.0002263025],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8386002,0.0008692113,0.0004540718,0.02581782,0.02112945,0.0001154882,0.00004557574,0.00002735393,0.1129408],"genre_scores_gemma":[0.9843445,0.00002477616,0.0008123324,0.001180482,0.003382774,0.000004981893,0.0000293224,0.00001271588,0.01020809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4873828,"threshold_uncertainty_score":0.9921929,"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."}}