{"id":"W2096477396","doi":"10.12927/cjnl.2003.20305","title":"Commentary: Helping ACT Live Up to Its Potential","year":2003,"lang":"en","type":"letter","venue":"Nursing leadership","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Nursing; Psychology; Business; Medicine","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00110603,0.0003624239,0.0003665221,0.0002580028,0.001162101,0.0006153333,0.0007435523,0.0009394056,0.002426158],"category_scores_gemma":[0.0008187591,0.000441802,0.0001615895,0.0004967601,0.0003425804,0.0005005405,0.00001686055,0.00278489,0.002868964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001136034,"about_ca_system_score_gemma":0.0005689336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009683011,"about_ca_topic_score_gemma":0.00008669656,"domain_scores_codex":[0.9945148,0.00220895,0.0003191219,0.0006768939,0.001101692,0.001178503],"domain_scores_gemma":[0.9981853,0.0006181048,0.0003552955,0.0003857655,0.0001935569,0.0002619615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000108214,0.00003006675,0.00005596101,0.00004311371,0.00003832896,0.00002734135,0.1336794,0.000009727534,0.00001059668,0.00004118062,0.8643646,0.001688897],"study_design_scores_gemma":[0.0001297464,0.00004526429,0.00007741666,0.0005527597,0.0001140886,0.000006208022,0.05849549,0.000001322124,0.00002214345,0.00004879824,0.940035,0.0004717327],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000665427,0.0004422318,0.00006879382,0.9730278,0.01156096,0.00050903,0.000006602309,0.0002196528,0.01349944],"genre_scores_gemma":[0.0172174,0.00001678975,0.0005912762,0.9085861,0.0142294,0.0000308467,0.00009504362,0.00009923361,0.05913386],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07567047,"threshold_uncertainty_score":0.9998034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.24569021538131,"score_gpt":0.39433047208929,"score_spread":0.14864025670798,"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."}}