{"id":"W4212995974","doi":"10.1177/09697330211015275","title":"Acknowledging caregivers’ vulnerability in the managment of challenging behaviours to reduce control measures in psychiatry","year":2022,"lang":"en","type":"article","venue":"Nursing Ethics","topic":"Family and Disability Support Research","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; McGill University","funders":"","keywords":"Autism spectrum disorder; Intellectual disability; Psychology; Vulnerability (computing); Challenging behaviour; Psychiatry; Autism; Distress; Informed consent; Clinical psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006945073,0.0001246249,0.0002301302,0.0002605002,0.0002650964,0.00001575586,0.0005243221,0.0001380701,0.0002056565],"category_scores_gemma":[0.0004017429,0.000118341,0.0000823531,0.0005860769,0.0002296146,0.00003845705,0.00005315525,0.002106736,0.000006701032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000430201,"about_ca_system_score_gemma":0.0002304341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001892576,"about_ca_topic_score_gemma":0.001853065,"domain_scores_codex":[0.995932,0.002124842,0.0003614239,0.000410788,0.0007279007,0.0004430367],"domain_scores_gemma":[0.9984367,0.0007492727,0.00005784927,0.0006108081,0.00008314096,0.00006225111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0009522949,0.003882877,0.358783,0.000152146,0.00004614917,0.00003934268,0.5606072,0.005595687,0.0002652369,0.02845614,0.004089823,0.0371301],"study_design_scores_gemma":[0.002160548,0.0005373068,0.5527874,0.0002799491,0.00004630293,0.00001173502,0.4354708,0.0001421158,0.00004369131,0.007487046,0.0007478429,0.0002853068],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.955097,0.00127181,0.0002027439,0.03339297,0.001788788,0.0007405113,0.00002394472,0.00002234545,0.007459885],"genre_scores_gemma":[0.9991294,0.000002757735,0.00007112337,0.0005210677,0.00004627449,0.0001544857,0.000006161063,0.00001404749,0.00005467786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1940044,"threshold_uncertainty_score":0.9152835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1868059065983496,"score_gpt":0.4595484421320519,"score_spread":0.2727425355337023,"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."}}