{"id":"W4381432179","doi":"10.26443/ijwpc.v10i2.388","title":"Bittersweet Pursuit of Transformation","year":2023,"lang":"en","type":"article","venue":"International Journal of Whole Person Care","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Transformation (genetics); Medicine; Traditional medicine; Biology; Genetics","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":[],"consensus_categories":[],"category_scores_codex":[0.0006935647,0.00004678343,0.00008649885,0.0002798836,0.00007875868,0.00007805664,0.0004402639,0.00004626341,0.0002176232],"category_scores_gemma":[0.0002644486,0.0000444476,0.000113579,0.0002113778,0.00008028798,0.0006687707,0.000006758967,0.0001184135,0.00005043133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001063262,"about_ca_system_score_gemma":0.0002806007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002049419,"about_ca_topic_score_gemma":0.0001338492,"domain_scores_codex":[0.9985158,0.00009596238,0.0002193884,0.0000511013,0.00101933,0.0000983544],"domain_scores_gemma":[0.9985372,0.0002060239,0.0002788003,0.00003663579,0.0008830812,0.00005825174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001349553,0.00006379033,0.01432441,0.00005243742,0.0002298488,0.00003125615,0.8626077,0.0003119648,0.003525033,0.01266575,0.02365177,0.08240108],"study_design_scores_gemma":[0.0003428543,0.00006043522,0.009452197,0.0000940054,0.00002469623,0.00001040196,0.6996894,0.00001427772,0.000722839,0.000343067,0.2891728,0.0000730543],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8276963,0.0004844948,0.000107713,0.1335728,0.003396151,0.00008497974,0.00005775939,0.00002343978,0.03457637],"genre_scores_gemma":[0.9981489,0.000130731,0.0001188839,0.0002673087,0.000781668,0.000001256393,0.00002132733,0.000004669064,0.0005252458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.265521,"threshold_uncertainty_score":0.2382821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08247630264575337,"score_gpt":0.4049312066713763,"score_spread":0.3224549040256229,"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."}}