{"id":"W2070770528","doi":"10.3109/0142159x.2015.1009426","title":"A model of engagement in reflective writing-based portfolios: Interactions between points of vulnerability and acts of adaptability","year":2015,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Adaptability; Vulnerability (computing); Psychology; Computer science; Biology; Computer security; Ecology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.009461152,0.001116206,0.000443936,0.002690322,0.003614407,0.009221313,0.002382587,0.002783216,0.005297938],"category_scores_gemma":[0.02516873,0.0006724015,0.00145785,0.001530123,0.01437627,0.00766898,0.006534097,0.002660987,0.0008291806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006507903,"about_ca_system_score_gemma":0.006884775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003082259,"about_ca_topic_score_gemma":0.0024276,"domain_scores_codex":[0.9832396,0.01162217,0.000573841,0.001697874,0.00179071,0.001075764],"domain_scores_gemma":[0.9740884,0.01717104,0.003172494,0.001624829,0.001696874,0.002246243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00042638,0.0009136042,0.07661217,0.0005985546,0.0001450987,0.002197461,0.3491897,0.009624305,0.002948246,0.4975686,0.001791895,0.05798391],"study_design_scores_gemma":[0.0003608766,0.001734084,0.07158244,0.001199729,0.0003115172,0.003948981,0.1952627,0.09547426,0.00221408,0.5829778,0.04458468,0.0003489224],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5394759,0.000661396,0.236191,0.01561093,0.0001470677,0.001304036,0.0002372044,0.0004782824,0.2058941],"genre_scores_gemma":[0.9712859,0.0001491824,0.02531263,0.000185229,0.00001177362,0.0004847512,0.00006276728,0.00002654122,0.00248121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009461152,"threshold_uncertainty_score":0.05003595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1516693925861628,"score_gpt":0.4291132101531111,"score_spread":0.2774438175669483,"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."}}