{"id":"W2155933590","doi":"10.1046/j.1365-2648.2003.02593.x","title":"The concept of readiness to change","year":2003,"lang":"en","type":"article","venue":"Journal of Advanced Nursing","topic":"Nursing education and management","field":"Nursing","cited_by":125,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canadian Nurses Foundation; McGill University","keywords":"Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00607887,0.0003913245,0.000421162,0.0016561,0.001345359,0.003433701,0.00111792,0.001728242,0.004102553],"category_scores_gemma":[0.02148279,0.0001945983,0.0006049198,0.001169653,0.009700553,0.004364514,0.004698047,0.003642408,0.0006975231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002055838,"about_ca_system_score_gemma":0.004302526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001411725,"about_ca_topic_score_gemma":0.001300909,"domain_scores_codex":[0.989277,0.006683779,0.000507535,0.000589902,0.002042607,0.0008992053],"domain_scores_gemma":[0.9831707,0.007777301,0.002548233,0.0008288219,0.002854419,0.002820597],"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":[0.0001541988,0.0008306964,0.1288758,0.003067791,0.0002693216,0.0007790595,0.09297558,0.001715052,0.00218785,0.2853699,0.02383024,0.4599445],"study_design_scores_gemma":[0.00009511474,0.00166355,0.1978248,0.006092526,0.0002060186,0.004347732,0.1194565,0.003924649,0.001640926,0.3134364,0.3508717,0.0004401287],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4123763,0.01992179,0.08396509,0.069613,0.001411814,0.00213307,0.0005209686,0.0007398908,0.4093181],"genre_scores_gemma":[0.9808303,0.001951645,0.01093037,0.002486834,0.0001269351,0.0005191536,0.000154533,0.00002882079,0.002971359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00607887,"threshold_uncertainty_score":0.03214854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02746487642832513,"score_gpt":0.346953784089698,"score_spread":0.3194889076613728,"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."}}